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1<div class="layout"><div class="styles_overlay__lMW_F" id="q_nav_overlay"></div><header id="q_nav_header" class="styles_header__R_Sgf"><div class="styles_container__BUR4h"><div class="styles_header__logo__txnbx"><button class="styles_burger__ta8gg" type="button"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" color="#3a1961"><path stroke="currentColor" stroke-linecap="round" stroke-width="2" d="M3 4h18M3 12h18M3 20h18"></path></svg><span class="sr-only">open menu<!-- --> </span></button><div class="styles_logo__ZMU3U"><a href="/"><img alt="Quantexa" decoding="async" data-nimg="fill" style="position:absolute;height:100%;width:100%;left:0;top:0;right:0;bottom:0;color:transparent" src="/images/quantexa.svg"/></a></div></div><nav class="styles_nav__1rYsM" id="main_nav" aria-label="Primary navigation"><div class="styles_nav__item__8O9Ui"><div class="styles_nav__label__tdHPg">Platform<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="currentColor" class="styles_nav__item-icon__IqWZf"><path d="M9.4 18 8 16.6l4.6-4.6L8 7.4 9.4 6l6 6-6 6Z"></path></svg></div><div class="styles_panel__i5J1T"><div class="styles_panel__container__yhwoL"><div class="styles_columns__injGQ"><div class="styles_menu__column__3umV7"><h6>Platform Capabilities</h6><ul><li><a class="styles_link__TWHlO" href="/platform/data-ingestion/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x401/f6f59ba228/data-ingestion.svg)"></div><div>Data Ingestion<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/platform/entity-resolution-software/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x399/688b8dcfed/entity-resolution.svg)"></div><div>Entity Resolution<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/platform/graph-analytics/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/7737f603b9/graph-analytics.svg)"></div><div>Graph Analytics<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/platform/ai-innovation/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/afbe09e537/generative-ai.svg)"></div><div>Quantexa AI<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a><div class="styles_sublinks__EcCjH"><a class="styles_sublinks__item__6CkET styles_link__TWHlO" href="/platform/q-assist/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/7e14c7b3b1/q-assist.svg)"></div><div>Q Assist<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a><a class="styles_sublinks__item__6CkET styles_link__TWHlO" href="/platform/agent-gateway/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896
1/800x400/b102b09283/agent-gateway.svg)"></div><div>Agent Gateway<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></div></li></ul></div></div><div class="styles_highlights__20A9d"><a class="styles_highlight__Rzjpt" target="_self" href="/platform/decision-intelligence-platform/"><figure class="styles_highlight__figure__ziUz2"><img alt="screenshot of modal with Insights" loading="lazy" width="233" height="110" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__desktop__GkeJk" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F467d8026a2%2Fnav_new_image_1.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F467d8026a2%2Fnav_new_image_1.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F467d8026a2%2Fnav_new_image_1.jpg&w=640&q=75"/><img alt="screenshot of modal with Insights" loading="lazy" width="300" height="125" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__mobile__vk8Lm" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F467d8026a2%2Fnav_new_image_1.jpg&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F467d8026a2%2Fnav_new_image_1.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F467d8026a2%2Fnav_new_image_1.jpg&w=640&q=75"/></figure><div><h2 class="styles_highlight__title__NK9uQ">Quantexaâs Decision Intelligence Platform<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_highlight__icon__VfSB2" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></h2><p class="styles_highlight__description__1OzUq">The platform to automate and augment your decision-making.</p></div></a><a class="styles_highlight__Rzjpt" target="_self" href="/customer-services/"><figure class="styles_highlight__figure__ziUz2"><img alt="two people talking in an office looking at a screen" loading="lazy" width="233" height="110" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__desktop__GkeJk" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F22cab5e80e%2Fnav_new_image_3.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F22cab5e80e%2Fnav_new_image_3.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F22cab5e80e%2Fnav_new_image_3.jpg&w=640&q=75"/><img alt="two people talking in an office looking at a screen" loading="lazy" width="300" height="125" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__mobile__vk8Lm" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F22cab5e80e%2Fnav_new_image_3.jpg&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F22cab5e80e%2Fnav_new_image_3.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x218%2F22cab5e80e%2Fnav_new_image_3.jpg&w=640&q=75"/></figure><div><h2 class="styles_highlight__title__NK9uQ">Customer Services<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_highlight__icon__VfSB2" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></h2><p class="styles_highlight__description__1OzUq">A partnership for self-sufficiency with Quantexa.</p></div></a></div></div></div></div><div class="styles_nav__item__8O9Ui">
1<div class="styles_nav__label__tdHPg">Solutions<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="currentColor" class="styles_nav__item-icon__IqWZf"><path d="M9.4 18 8 16.6l4.6-4.6L8 7.4 9.4 6l6 6-6 6Z"></path></svg></div><div class="styles_panel__i5J1T"><div class="styles_panel__container__yhwoL"><div class="styles_columns__injGQ"><div class="styles_menu__column__3umV7"><h6>By Solutions</h6><ul><li><a class="styles_link__TWHlO" href="/solutions/data-modernization/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x401/45b6a23b1f/data-management.svg)"></div><div>Data Modernization <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/ai-sovereignty/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x399/a7adea648a/request-a-demo.svg)"></div><div>AI Sovereignty<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a><div class="styles_sublinks__EcCjH"></div></li><li><a class="styles_link__TWHlO" href="/solutions/customer-intelligence/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x401/9265deb986/customer-intelligence_green.svg)"></div><div>Customer Intelligence<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/risk-management/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/54f1c06e1b/risk-management.svg)"></div><div>Risk Management<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/financial-crime/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x401/c8e3bfbf1d/financial-crime.svg)"></div><div>Financial Crime<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/aml/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/c689bc9f46/anti-money-laundering.svg)"></div><div>Anti-Money Laundering<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/kyc/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896
1/800x400/a3f9c0cd6d/kyc.svg)"></div><div>Know Your Customer<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/fraud/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/34fe538ce4/fraud-security.svg)"></div><div>Fraud & Security<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/supply-chain-intelligence/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/9c02869ab3/supply-chain-intelligence.svg)"></div><div>Supply Chain Intelligence<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/solutions/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x390/3f25dd3b18/all-solutions.svg)"></div><div>All Solutions<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div><div class="styles_menu__column__3umV7"><h6>By Industry</h6><ul><li><a class="styles_link__TWHlO" href="/industries/banking/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/e8a4ccd99b/banking.svg)"></div><div>Banking<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/industries/insurance/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/7c1a2c32dd/insurance.svg)"></div><div>Insurance<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/industries/telecommunications/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/20fb72e5ad/telecommunications-1.svg)"></div><div>Telecommunications<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/industries/healthcare-and-social-care/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896
1/800x398/655ab11a55/health-and-social-care.svg)"></div><div>Health and Social Care<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/industries/public-sector/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/2fac74ea0e/public-sector.svg)"></div><div>Public Sector<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/industries/connected-intelligence-for-law-enforcement/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/c5a04ed1da/q-labs.svg)"></div><div>Law Enforcement<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div></div><div class="styles_highlights__20A9d"><a class="styles_highlight__Rzjpt" target="_self" href="/solutions/cloud-aml/"><figure class="styles_highlight__figure__ziUz2"><img alt="Quantexa Cloud AML on a purple swirly background with a cloud logo" loading="lazy" width="233" height="110" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__desktop__GkeJk" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x818%2Ff7bb911d02%2Fnav_new_image_9.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x818%2Ff7bb911d02%2Fnav_new_image_9.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x818%2Ff7bb911d02%2Fnav_new_image_9.jpg&w=640&q=75"/><img alt="Purple banner with "Quantexa Cloud AML" text and cloud icon, featuring concentric circles in the background." loading="lazy" width="300" height="125" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__mobile__vk8Lm" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F963x330%2F6b4621b879%2Fcloud_aml_module_nav_image_mobile.png&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F963x330%2F6b4621b879%2Fcloud_aml_module_nav_image_mobile.png&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F963x330%2F6b4621b879%2Fcloud_aml_module_nav_image_mobile.png&w=640&q=75"/></figure><div><h2 class="styles_highlight__title__NK9uQ">Quantexa Cloud AML<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_highlight__icon__VfSB2" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></h2><p class="styles_highlight__description__1OzUq">An end-to-end, AI-powered product for U.S. mid-size and community banks.</p></div></a></div></div></div></div><div class="styles_nav__item__8O9Ui"><div class="styles_nav__label__tdHPg">Resources<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="currentColor" class="styles_nav__item-icon__IqWZf"><path d="M9.4 18 8 16.6l4.6-4.6L8 7.4 9.4 6l6 6-6 6Z"></path></svg></div><div class="styles_panel__i5J1T"><div class="styles_panel__container__yhwoL"><div class="styles_columns__injGQ"><div class="styles_menu__column__3umV7"><h6>All Resources</h6><ul><li><a class="styles_link__TWHlO" href="/resources/?link_types=customer_story"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896
1/800x400/9f86ed95c3/customer-stories.svg)"></div><div>Customer Stories<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/resources/?link_types=report"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/cd6029c804/reports.svg)"></div><div>Reports<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/resources/?link_types=video"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/ac05fbb334/videos.svg)"></div><div>Videos<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/resources/?link_types=webinar"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x401/a8ea994856/on-demand-webinar.svg)"></div><div>On-Demand Webinars<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/resources/?link_types=guide"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/a84d49836e/guides.svg)"></div><div>Guides<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/resources/?link_types=ebook"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/4a42f3ae41/ebooks.svg)"></div><div>eBooks<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/resources/?link_types=solution_overview"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x401/7ab386b3d2/solution-overview.svg)"></div><div>Solution Overview<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/resources/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896
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srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F90cc6ffbad%2Fnav_new_image_4.jpg&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F90cc6ffbad%2Fnav_new_image_4.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F90cc6ffbad%2Fnav_new_image_4.jpg&w=640&q=75"/></figure><div><h2 class="styles_highlight__title__NK9uQ">Blog<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_highlight__icon__VfSB2" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></h2><p class="styles_highlight__description__1OzUq">Read our latest blog posts.</p></div></a><a class="styles_highlight__Rzjpt" target="_self" href="/events/"><figure class="styles_highlight__figure__ziUz2"><img alt="people in a crowd clapping" loading="lazy" width="233" height="110" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__desktop__GkeJk" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2Fe921f5cded%2Fnav_new_image_5.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2Fe921f5cded%2Fnav_new_image_5.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2Fe921f5cded%2Fnav_new_image_5.jpg&w=640&q=75"/><img alt="people in a crowd clapping" loading="lazy" width="300" height="125" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__mobile__vk8Lm" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2Fe921f5cded%2Fnav_new_image_5.jpg&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2Fe921f5cded%2Fnav_new_image_5.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2Fe921f5cded%2Fnav_new_image_5.jpg&w=640&q=75"/></figure><div><h2 class="styles_highlight__title__NK9uQ">Upcoming Events<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_highlight__icon__VfSB2" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></h2><p class="styles_highlight__description__1OzUq">Join us at an event near you. </p></div></a><a class="styles_highlight__Rzjpt" target="_blank" href="https://community.quantexa.com/"><figure class="styles_highlight__figure__ziUz2"><img alt="woman on phone" loading="lazy" width="233" height="110" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__desktop__GkeJk" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F2c63b11d1a%2Fnav_new_image_2.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F2c63b11d1a%2Fnav_new_image_2.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F2c63b11d1a%2Fnav_new_image_2.jpg&w=640&q=75"/><img alt="woman on phone" loading="lazy" width="300" height="125" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__mobile__vk8Lm" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F2c63b11d1a%2Fnav_new_image_2.jpg&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F2c63b11d1a%2Fnav_new_image_2.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F2c63b11d1a%2Fnav_new_image_2.jpg&w=640&q=75"/></figure><div><h2 class="styles_highlight__title__NK9uQ">Community<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_highlight__icon__VfSB2" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></h2><p class="styles_highlight__description__1OzUq">Learn, share, and collaborate.</p></div></a></div></div></div></div><div class="styles_nav__item__8O9Ui">
1<div class="styles_nav__label__tdHPg">Company<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="currentColor" class="styles_nav__item-icon__IqWZf"><path d="M9.4 18 8 16.6l4.6-4.6L8 7.4 9.4 6l6 6-6 6Z"></path></svg></div><div class="styles_panel__i5J1T"><div class="styles_panel__container__yhwoL"><div class="styles_columns__injGQ"><div class="styles_menu__column__3umV7"><h6>Our Company</h6><ul><li><a class="styles_link__TWHlO" href="/about/leadership/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/4746f84dc0/leadership-team.svg)"></div><div>Leadership Team<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/partner-program/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/71307706cd/partner-program.svg)"></div><div>Partner Program<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div><div class="styles_menu__column__3umV7"><h6>Press and Media</h6><ul><li><a class="styles_link__TWHlO" href="/newsroom/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/c42ead1182/newsroom.svg)"></div><div>Newsroom<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/press/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/f8c5f12c3b/press-releases.svg)"></div><div>Press Releases<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div><div class="styles_menu__column__3umV7"><h6>Get Started</h6><ul><li><a class="styles_link__TWHlO" href="/get-in-touch/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/a2606b7358/get-in-touch_icon_v4.svg)"></div><div>Get in Touch<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/request-a-demo/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/d05fda33cb/request-a-demo.png)"></div><div>Request a Demo<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div></div><div class="styles_highlights__20A9d"><a class="styles_highlight__Rzjpt" target="_self" href="/about/"><figure class="styles_highlight__figure__ziUz2"><img alt="Q on a big screen" loading="lazy" width="233" height="110" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__desktop__GkeJk" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F3e9b9251a6%2Fnav_new_image_6.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F3e9b9251a6%2Fnav_new_image_6.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F3e9b9251a6%2Fnav_new_image_6.jpg&w=640&q=75"/><img alt="Q on a big screen" loading="lazy" width="300" height="125" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__mobile__vk8Lm" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F3e9b9251a6%2Fnav_new_image_6.jpg&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F3e9b9251a6%2Fnav_new_image_6.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x186%2F3e9b9251a6%2Fnav_new_image_6.jpg&w=640&q=75"/></figure><div><h2 class="styles_highlight__title__NK9uQ">About Quantexa<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_highlight__icon__VfSB2" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></h2><p class="styles_highlight__description__1OzUq">The story of who we are, what we do and why we do it.</p></div></a></div></div></div></div><div class="styles_nav__item__8O9Ui">
1<div class="styles_nav__label__tdHPg">Why Quantexa?<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="currentColor" class="styles_nav__item-icon__IqWZf"><path d="M9.4 18 8 16.6l4.6-4.6L8 7.4 9.4 6l6 6-6 6Z"></path></svg></div><div class="styles_panel__i5J1T"><div class="styles_panel__container__yhwoL"><div class="styles_columns__injGQ"><div class="styles_menu__column__3umV7"><h6>Our Impact and Recognition</h6><ul><li><a class="styles_link__TWHlO" href="/featured-customers/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x401/79ca1f7a14/featured-customers.svg)"></div><div>Featured Customers<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/industry-recognition/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/be06f93766/industry-recognition.svg)"></div><div>Industry Recognition<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div><div class="styles_menu__column__3umV7"><h6>Explore</h6><ul><li><a class="styles_link__TWHlO" href="/q-labs/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/c5a04ed1da/q-labs.svg)"></div><div>Q Labs<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/partner-ecosystem/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/0d32d13638/kyc.svg)"></div><div>Partner Ecosystem<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/esg-commitments/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x399/e621a52a21/our-esg-commitments.svg)"></div><div>Our ESG Commitments<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div></div><div class="styles_highlights__20A9d"></div></div></div></div><div class="styles_nav__item__8O9Ui"><div class="styles_nav__label__tdHPg">Careers<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="currentColor" class="styles_nav__item-icon__IqWZf"><path d="M9.4 18 8 16.6l4.6-4.6L8 7.4 9.4 6l6 6-6 6Z"></path></svg></div><div class="styles_panel__i5J1T"><div class="styles_panel__container__yhwoL"><div class="styles_columns__injGQ"><div class="styles_menu__column__3umV7"><h6>Quantexa careers</h6><ul><li><a class="styles_link__TWHlO" href="/careers/make-endless-impact/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896
1/800x399/4f6f39d265/make-endless-impact.svg)"></div><div>Make Endless Impact<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/careers/constant-equality/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/8171252e33/constant-equality.svg)"></div><div>Constant Equality<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/careers/start-with-us/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/ec40e165c8/start-with-us.svg)"></div><div>Start with us<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/careers/graduates/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x400/86417e074e/graduates.svg)"></div><div>Graduates<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li><li><a class="styles_link__TWHlO" href="/careers/vacancies/"><div class="styles_link__label__4psz4"><div class="styles_link__icon__WDw7p" style="background-image:url(https://a-us.storyblok.com/f/1012896/800x399/752dbf271b/apply-now.svg)"></div><div>Apply Now<svg xmlns="http://www.w3.org/2000/svg" width="15" height="15" viewBox="0 0 15 15" class="styles_link__arrow__nB_Mo" fill="none"><path d="M1.5 7.5H13.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path><path d="M7.5 13.5L13.5 7.5L7.5 1.5" stroke-width="2" stroke-linecap="round" stroke-linejoin="round"></path></svg></div></div></a></li></ul></div></div><div class="styles_highlights__20A9d"><a class="styles_highlight__Rzjpt" target="_self" href="/careers/"><figure class="styles_highlight__figure__ziUz2"><img alt="Two people are smiling and conversing in an office setting. They are surrounded by colleagues and office equipment." loading="lazy" width="233" height="110" decoding="async" data-nimg="1" class="styles_highlight__image__FEBPU styles_highlight__desktop__GkeJk" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x480%2Feacf5faf0f%2Fnav_new_image_8.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x480%2Feacf5faf0f%2Fnav_new_image_8.jpg&w=640&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F466x480%2Feacf5faf0f%2Fnav_new_image_8.jpg&w=640&q=75"/><img alt="Two people are smiling and conversing in an office setting. 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20ia/"><span class="EditorsPicks_card__avatar__GYkec"><img alt="Vishal Marria CBE" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=64&q=75"/></span><span>by <!-- -->Vishal Marria CBE</span></a></div><div class="EditorsPicks_card__Dz4e_" data-index="1"><a class="EditorsPicks_card__link__EcJ0n" href="/blog/why-ai-agents-need-a-context-layer-and-what-belongs-inside-it/"><div class="EditorsPicks_card__thumbnail__vYIrn"><img alt="Why AI Agents Need a Context Layer and What Belongs Inside It" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F9eb9148ace%2Fwhy-ai-agents-need-a-context-layer.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F9eb9148ace%2Fwhy-ai-agents-need-a-context-layer.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F9eb9148ace%2Fwhy-ai-agents-need-a-context-layer.jpg&w=828&q=75"/></div><div><div><div class="EditorsPicks_card__tag__a2YeU"><span>Context</span><span class="EditorsPicks_card__tag_time__6W30R">3<!-- --> Min</span></div><h5 class="EditorsPicks_card__title__6F2b9">Why AI Agents Need a Context Layer and What Belongs Inside It</h5><div class="EditorsPicks_card__teaser__exZzm">Gartner® identifies the absence of a dedicated context layer as a major contributor to the value gap between AI investments and outcomes. Find out what they are and why real-world context is necessary to drive reliable and trusted decisions from AI agents.</div></div><div><div class="EditorsPicks_card__info__h_jtN"><div class="EditorsPicks_card__cta__iJYnS">Read more </div></div></div></div></a><a class="EditorsPicks_card__author__CrTwB" href="/authors/dan-higgins/"><span class="EditorsPicks_card__avatar__GYkec"><img alt="Dan Higgins" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fdb1dce311a%2Fauthor-thumbnail-dan-higgins.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fdb1dce311a%2Fauthor-thumbnail-dan-higgins.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fdb1dce311a%2Fauthor-thumbnail-dan-higgins.png&w=64&q=75"/></span><span>by <!-- -->Dan Higgins</span></a></div><div class="EditorsPicks_card__Dz4e_" data-index="2"><a class="EditorsPicks_card__link__EcJ0n" href="/blog/trusted-data-and-ai-sovereignty/"><div class="EditorsPicks_card__thumbnail__vYIrn"><img alt="Trusted Data and AI Sovereignty: Building Europeâs Foundation for the Future of Public Sector Modernization" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1200x800%2F91d75bdfd1%2Fgettyimages-1469706455_opt.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1200x800%2F91d75bdfd1%2Fgettyimages-1469706455_opt.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1200x800%2F91d75bdfd1%2Fgettyimages-1469706455_opt.jpg&w=828&q=75"/></div><div><div><div class="EditorsPicks_card__tag__a2YeU"><span>Artificial Intelligence</span><span class="EditorsPicks_card__tag_time__6W30R">3<!-- --> Min</span></div><h5 class="EditorsPicks_card__title__6F2b9">
20Trusted Data and AI Sovereignty: Building Europeâs Foundation for the Future of Public Sector Modernization</h5><div class="EditorsPicks_card__teaser__exZzm">AI sovereignty is no longer just an infrastructure debate. Itâs about how institutions strengthen and leverage control, governance, and trust in the data that drives critical decision-making.</div></div><div><div class="EditorsPicks_card__info__h_jtN"><div class="EditorsPicks_card__cta__iJYnS">Read more </div></div></div></div></a><a class="EditorsPicks_card__author__CrTwB" href="/authors/vishal-marria/"><span class="EditorsPicks_card__avatar__GYkec"><img alt="Vishal Marria CBE" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=64&q=75"/></span><span>by <!-- -->Vishal Marria CBE</span></a></div><div class="EditorsPicks_card__Dz4e_" data-index="3"><a class="EditorsPicks_card__link__EcJ0n" href="/blog/the-role-of-contextual-information-in-enhancing-agentic-systems/"><div class="EditorsPicks_card__thumbnail__vYIrn"><img alt="The Role of Contextual Information in Enhancing Agentic Systems" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F7564afa5d6%2Foption2.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F7564afa5d6%2Foption2.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F7564afa5d6%2Foption2.jpg&w=828&q=75"/></div><div><div><div class="EditorsPicks_card__tag__a2YeU"><span>Artificial Intelligence</span><span class="EditorsPicks_card__tag_time__6W30R">7<!-- --> Min</span></div><h5 class="EditorsPicks_card__title__6F2b9">The Role of Contextual Information in Enhancing Agentic Systems</h5><div class="EditorsPicks_card__teaser__exZzm">When connected to contextual data, AI agents are more accurate and uncover critical findings faster. The result: smarter business decisions.</div></div><div><div class="EditorsPicks_card__info__h_jtN"><div class="EditorsPicks_card__cta__iJYnS">Read more </div></div></div></div></a><a class="EditorsPicks_card__author__CrTwB" href="/authors/alexon-bell/"><span class="EditorsPicks_card__avatar__GYkec"><img alt="Alexon Bell" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fe9a1d379cb%2Fauthor-thumbnail-alexon-bell.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fe9a1d379cb%2Fauthor-thumbnail-alexon-bell.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fe9a1d379cb%2Fauthor-thumbnail-alexon-bell.png&w=64&q=75"/></span><span>by <!-- -->Alexon Bell</span></a></div></div></div></div><div data-block="true" class="PageTitle_pageTitle__sKe9c" style="--page-title-animation-name:none;--page-title-max-width:1224px;--page-title-text-align:left;--page-title-cta-align:flex-start;--page-title-padding:1rem;--page-title-horizontal-alignment:auto"><h2 class="PageTitle_pageTitle__title__T3_Wc PageTitle_pageTitle__title--size-3__66fXJ">Most recent</h2><div class="AdvancedRichText_text__uQEWu PageTitle_pageTitle__copy__pUA0C"><div><p class="AdvancedRichText_paragraph__WXz5C"></p></div></div></div><section class="BlogFilteredArticles_wrapper__ZpXCh"><div class="BlogFilteredArticles_container__RYJlf"><div class="BlogFilteredArticles_cards__SLrsS"><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/no-context-no-trust-the-missing-layer-in-ai-driven-decisions/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F4f90e33c00%2Fno-context-no-trust.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F4f90e33c00%2Fno-context-no-trust.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F4f90e33c00%2Fno-context-no-trust.jpg&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Context</span><span class="ArticleCard_card__tags_time__NLbPk">5<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">No Context, No Trust: The Critical Layer in AI-Driven Decisions </h3><p data-area="teaser">Even with accurate data, decisions fail under scrutiny when leaders don't deploy explainable AI. Context is the critical layer that enables trusted, transparent AI-driven decisions.</p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/danonions/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Dan Onions" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->Dan Onions</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Global SVP Data & AI </span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/beyond-ontologies-and-semantics-why-ai-needs-real-world-context/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2Fb540ee3d89%2Fbeyond-ontologies-and-semantics-in-banking-why-ai-needs-real-world-context.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2Fb540ee3d89%2Fbeyond-ontologies-and-semantics-in-banking-why-ai-needs-real-world-context.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2Fb540ee3d89%2Fbeyond-ontologies-and-semantics-in-banking-why-ai-needs-real-world-context.jpg&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Context</span><span class="ArticleCard_card__tags_time__NLbPk">7<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">Beyond Ontologies and Semantics in Banking: Why AI Needs Real-World Context </h3><p data-area="teaser">Discover why incorporating Real-World Context is crucial for bank'
20s AI systems to effectively use data to enhance decision-making.</p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/danonions/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Dan Onions" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->Dan Onions</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Global SVP Data & AI </span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/how-to-prevent-ai-from-scaling-the-bias-already-in-your-data/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F21ddf08191%2Fai_interface.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F21ddf08191%2Fai_interface.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F21ddf08191%2Fai_interface.jpg&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Artificial Intelligence</span><span class="ArticleCard_card__tags_time__NLbPk">4<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">How to Prevent AI From Scaling the Bias Already in Your Data</h3><p data-area="teaser">Your data is almost certainly biased. What matters is how your AI acts on it. Learn how knowledge graphs help make AI decisions defensible. </p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/steve-wilcockson/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Steve Wilcockson" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1198x1005%2F0ef4b37385%2Fsteve-wilcockson.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1198x1005%2F0ef4b37385%2Fsteve-wilcockson.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1198x1005%2F0ef4b37385%2Fsteve-wilcockson.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->Steve Wilcockson</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Technical Product Marketing Manager</span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/why-ai-agents-need-a-context-layer-and-what-belongs-inside-it/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F9eb9148ace%2Fwhy-ai-agents-need-a-context-layer.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F9eb9148ace%2Fwhy-ai-agents-need-a-context-layer.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F9eb9148ace%2Fwhy-ai-agents-need-a-context-layer.jpg&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Context</span><span class="ArticleCard_card__tags_time__NLbPk">3<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">Why AI Agents Need a Context Layer and What Belongs Inside It</h3><p data-area="teaser">Gartner® identifies the absence of a dedicated context layer as a major contributor to the value gap between AI investments and outcomes. Find out what they are and why real-world context is necessary to drive reliable and trusted decisions from AI agents.</p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/dan-higgins/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Dan Higgins" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fdb1dce311a%2Fauthor-thumbnail-dan-higgins.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fdb1dce311a%2Fauthor-thumbnail-dan-higgins.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fdb1dce311a%2Fauthor-thumbnail-dan-higgins.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->Dan Higgins</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Chief Product Officer, Quantexa</span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/the-great-fraud-regulation-reset-north-america-just-changed-the-rules/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F08c53f2a51%2Freset_image_blog.jpg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F08c53f2a51%2Freset_image_blog.jpg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2F08c53f2a51%2Freset_image_blog.jpg&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Fraud management</span><span class="ArticleCard_card__tags_time__NLbPk">2<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">North America Just Rewrote the Rules on Fraud</h3><p data-area="teaser">Eighteen months of new rules across banking, insurance, government, and trade all point the same way. Liability for authorized fraud is shifting to institutions, and prevention is now the standard they will be measured against.</p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/ricky-sluder/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Ricky Sluder" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fe402f31f4a%2Fauthor-thumbnail-ricky-sluder.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fe402f31f4a%2Fauthor-thumbnail-ricky-sluder.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2Fe402f31f4a%2Fauthor-thumbnail-ricky-sluder.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->
20Ricky Sluder</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Head of Fraud Solutions North America, Quantexa</span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/four-decades-of-passion-collaboration-and-mentorship-in-the-fight-against-financial-crime/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F849x607%2F215c77514b%2Fjohnbyrne_quotecards.png&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F849x607%2F215c77514b%2Fjohnbyrne_quotecards.png&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F849x607%2F215c77514b%2Fjohnbyrne_quotecards.png&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Anti-Money Laundering</span><span class="ArticleCard_card__tags_time__NLbPk">7<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">Four Decades of Passion, Collaboration and Mentorship in the Fight Against Financial Crime</h3><p data-area="teaser">From the first red flags for human trafficking to the safe harbor that changed how banks report suspicious activity, John Byrne built much of the infrastructure AML professionals now take for granted. Four decades on, he's just as candid about what still isn't working.</p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/chris-bagnall/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Chris Bagnall" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fb0c1b5caa0%2Fchris-bagnall.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fb0c1b5caa0%2Fchris-bagnall.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fb0c1b5caa0%2Fchris-bagnall.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->Chris Bagnall</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Solutions Director</span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/why-you-need-a-trusted-contextual-data-foundation/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2Fb7d2559850%2Ftrusted_contextual_data_foundation_thumb_header1920x1080-1.png&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2Fb7d2559850%2Ftrusted_contextual_data_foundation_thumb_header1920x1080-1.png&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1920x1080%2Fb7d2559850%2Ftrusted_contextual_data_foundation_thumb_header1920x1080-1.png&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Context</span><span class="ArticleCard_card__tags_time__NLbPk">4<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">Why You Need a Trusted, Contextual Data Foundation for Confident, Explainable AI-Driven Decisions </h3><p data-area="teaser">AI ambition fails without trusted, unified, and governed data. Find out how to build a contextual data foundation that powers confident and explainable AI-driven decisions. </p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/danonions/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Dan Onions" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2F70a659bd5c%2Fauthor-thumbnail-dan-onions.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->Dan Onions</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Global SVP Data & AI </span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/using-empathy-and-education-to-help-drive-afc-excellence/"><div class="ArticleCard_card__media__O4RWA"><img alt="article thumbnail" loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F849x607%2F104dfbfafd%2Fjamie_l_thomas_quotecards.png&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F849x607%2F104dfbfafd%2Fjamie_l_thomas_quotecards.png&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F849x607%2F104dfbfafd%2Fjamie_l_thomas_quotecards.png&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Anti-Money Laundering</span><span class="ArticleCard_card__tags_time__NLbPk">5<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">Using Empathy and Education to Help Drive AFC Excellence</h3><p data-area="teaser">Anti-money laundering compliance can be relentless enough to turn people into robots just clearing the queue. Jamie Thomas of Fulton Bank says empathy and a shared sense of why the work matters build a stronger, more resilient team.</p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/chris-bagnall/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Chris Bagnall" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fb0c1b5caa0%2Fchris-bagnall.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fb0c1b5caa0%2Fchris-bagnall.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F360x360%2Fb0c1b5caa0%2Fchris-bagnall.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->
20Chris Bagnall</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Solutions Director</span></div></a></article><article class="ArticleCard_card__q89GT"><a target="_self" class="ArticleCard_card__link__5gJS8" href="/blog/every-technology-revolution-has-a-hidden-foundation-this-one-is-built-on-context/"><div class="ArticleCard_card__media__O4RWA"><img alt="Vishal Marria in a blazer and khakis speaks energetically on stage with a screen displaying partial text and geometric designs in the background." loading="lazy" width="392" height="280" decoding="async" data-nimg="1" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1024x681%2F706081ccd8%2Fvishal-marria-ceo-quantexa-on-stage-at-quancon26.jpeg&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1024x681%2F706081ccd8%2Fvishal-marria-ceo-quantexa-on-stage-at-quancon26.jpeg&w=828&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F1024x681%2F706081ccd8%2Fvishal-marria-ceo-quantexa-on-stage-at-quancon26.jpeg&w=828&q=75"/></div><div class="ArticleCard_card__content__XBXa_"><div class="ArticleCard_card__header__nW0m8"><div class="ArticleCard_card__tags__uU388"><span>Context</span><span class="ArticleCard_card__tags_time__NLbPk">12<!-- --> Min</span></div><h3 class="ArticleCard_card__title__G_h7j">Every Technology Revolution Has A Hidden Foundation. This One Is Built On Context. </h3><p data-area="teaser">Long before 'context' had a name, we were building the entity resolution and knowledge graph technology that makes AI trustworthy, at the scale the world's most regulated institutions demand.</p></div></div></a><a class="ArticleCard_card__author__b5MzZ" href="/authors/vishal-marria/"><div class="ArticleCard_card__author-inner__WOw8u"><img alt="Vishal Marria CBE" loading="lazy" width="32" height="32" decoding="async" data-nimg="1" class="ArticleCard_card__author-img__IrhkF" style="color:transparent;object-fit:cover" srcSet="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=32&q=75 1x, /_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=64&q=75 2x" src="/_next/image?url=https%3A%2F%2Fa-us.storyblok.com%2Ff%2F1012896%2F720x720%2F0b01d0b976%2Fauthor-thumbnail-vishal-marria-2.png&w=64&q=75"/></div><div><span class="ArticleCard_card__authorName__mNzey"> <!-- -->Vishal Marria CBE</span><span class="ArticleCard_card__authorTitle__klN_s"> <!-- -->Founder and CEO, Quantexa</span></div></a></article></div><div class="BlogFilteredArticles_load_more__zinjk"><button>Load more</button></div></div></section></main><footer class="Footer_footer__bSyEn"><div class="Footer_footer__container__fYfkU"><div class="Footer_footer__header__IKJlC"><div class="styles_switcher__ZWbcm"><button type="button" id="global-language-switcher" aria-haspopup="listbox" aria-expanded="false" aria-controls="global-language-switcher-list"><span class="sr-only">Language</span><span><img alt="" loading="lazy" width="20" height="15" decoding="async" data-nimg="1" style="color:transparent" src="/icons/english-ico.svg"/></span>English</button><ul 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20<script>self.__next_f.push([1,"# Quantexa\n\n\u003e Quantexa is the Decision Intelligence company. Our platform connects and contextualizes data using market-leading entity resolution and graph analytics, creating an AI-ready data foundation and a trusted context layer so organizations can make confident, explainable decisions.\n\n## Platform\n\n- [Quantexaâs Decision Intelligence Platform](https://www.quantexa.com/platform/decision-intelligence-platform/): The platform to automate and augment your decision-making.\n- [Customer Services](https://www.quantexa.com/customer-services/): Grow your team's capabilities with Quantexa through our Learning Academy, global community, and expert services to drive your desired business outcomes.\n- [Data Ingestion](https://www.quantexa.com/platform/data-ingestion/): Our data ingestion enables data scientists and data-driven analysts to easily prepare, configure, and ingest billions of data points across multiple formats.\n- [Entity Resolution](https://www.quantexa.com/platform/entity-resolution-software/): Quantexa's Entity Resolution software delivers trust in data by building a solid foundation with accurate AI-powered data matching technology.\n- [Graph Analytics](https://www.quantexa.com/platform/graph-analytics/): Quantexaâs Graph Analytics creates more complete graphs based on best-in-class Entity Resolution enabling you to drive informed business decisions.\n- [Quantexa AI](https://www.quantexa.com/platform/ai-innovation/): Where human expertise meets the speed and scale of agentic AI.\n- [Agent Gateway](https://www.quantexa.com/platform/agent-gateway/): Reap the rewards of agentic AI with a governed, fully integrated gateway â fueled by trusted, context-aware intelligence.\n- [Q Assist](https://www.quantexa.com/platform/q-assist/): By democratizing data access, streamlining workflows, and augmenting decisioning, Q Assist improves the efficiency and effectiveness of analysts and customer facing teams.\n- [Q Assist for Banking](https://www.quantexa.com/platform/q-assist-for-banking/): By democratizing data access, streamlining workflows, and augmenting decisioning, Q Assist improves the efficiency and effectiveness of analysts and customer facing teams.\n- [Quantexa Unify for Microsoft Fabric](https://www.quantexa.com/unify/): Empower data teams to transform data quality and usability across your organization.\n\n## Solutions\n\n- [Data Modernization](https://www.quantexa.com/solutions/data-modernization/): Improve data quality, enhance master data management and build a trusted foundation for analytics, AI, and confident decisions.\n- [Quantexa Cloud AML](https://www.quantexa.com/solutions/cloud-aml/): Future-proof your AML program with an end-to-end, AI-powered cloud product that puts effectiveness, efficiency and trust first for U.S. mid-size and community banks.\n- [AI Sovereignty](https://www.quantexa.com/solutions/ai-sovereignty/): Real AI sovereignty builds on foundations you control, with decisions you can explain, audit, and defend.\n- [Customer Intelligence](https://www.quantexa.com/solutions/customer-intelligence/): Are data challenges creating friction for your customers? Our platform creates a holistic, single view of your customers so you can focus on opportunities.\n- [Risk Management](https://www.quantexa.com/solutions/risk-management/): Take the guesswork out of credit and lending decisions. Our consistent view of a risk ecosystem supports sustainable lending and revolutionizes risk management.\n- [Financial Crime](https://www.quantexa.com/solutions/financial-crime/): We turn data into value with the full picture of your customer and their counterparties. Start investigating the real risks and enhance your risk assessments.\n- [Anti-Money Laundering](https://www.quantexa.com/solutions/aml/): Monitor, detect and investigate real risk. We help you bring context to AML compliance so you can uncover and understand complex risks with our AML solutions.\n- [Know Your Customer](https://www.quantexa.com/solutions/kyc/): Our KYC solutions detect risk in real time to identify unknown risks and deliver more accurate risk ratings with contextual KYC.\n- [Fraud \u0026 Security](https://www.quantexa.com/solutions/fraud/): Counter-fraud teams need a holistic, context-based view of all relevant entities, networks and behaviors. Discover how our highly-targeted approach can help.\n- [Supply Chain Intelligence](https://www.quantexa.com/solutions/supply-chain-intelligence/): Obtain a 360-degree connected view of your supplier ecosystem to optimize compliance, protect your reputation, and grow your resilience.\n- [All Solutions](https://www.quantexa.com/solutions/): Every Quantexa solution in one place, from data modernization and customer intelligence to risk, fraud and financial crime.\n- [Retail AML](https://www.quantexa.com/solutions/retail-aml/): Empowering retail banks to fight financial crime with clarity and confidence.\n- [Markets AML](https://www.quantexa.com/solutions/markets-aml/): Modernize Markets AML with the context and intelligence that power explainable AI.\n- [Trade AML](https://www.quantexa.com/solutions/trade-aml/): See how connected trade data and network analytics uncover hidden risk across customers, counterparties, and supply chains.\n- [Correspondent Banking AML](https://www.quantexa.com/solutions/correspondent-banking-aml/): Fight financial crime with context-driven intelligence built for the complexities of cross-border banking.\n- [Intelligence Led Investigations](https://www.quantexa.com/solutions/intelligence-led-investigations/): Automate L1 investigations and augment L2, L3, L3+ and FIU investigations with our integrated investigation platform.\n- [Insurance Fraud Prevention](https://www.quantexa.com/solutions/insurance-fraud/): Delivering a category-defining vision for next-generation counter fraud and financial crime prevention\n- [Internal Fraud Detection](https://www.quantexa.com/solutions/internal-fraud/): Improve c
20ounter-internal fraud effectiveness and efficiency across the enterprise\n- [Lending Fraud](https://www.quantexa.com/solutions/lending-fraud/): Prevent, detect, and investigate Lending Fraud by connecting data and creating context with Decision Intelligence.\n\n## Industries\n\n- [Banking](https://www.quantexa.com/industries/banking/): Unify your bankâs data to create context \u0026 enable trusted, explainable decisions that reduce risk, optimize performance, and fuel growth.\n- [Insurance](https://www.quantexa.com/industries/insurance/): Drive premium growth, reduce churn, and cut â loss ratios with AI-enabled decisioning. Turning connected data insights into action across the insurance value chain.â\n- [Telecommunications](https://www.quantexa.com/industries/telecommunications/): Meet Telecommunications market challenges head-on with trusted data. Fight fraud risks, increase efficiencies, develop new revenue streams and more. Discover how.\n- [Health and Social Care](https://www.quantexa.com/industries/healthcare-and-social-care/): Help clinicians and care teams identify risk sooner, improve care coordination and achieve better outcomes for patients and populations.\n- [Public Sector](https://www.quantexa.com/industries/public-sector/): Solve a range of critical data quality and analytical challenges when fighting fraud, enforcing compliance, collecting taxes, investigating crime, and securing borders.\n- [A Sovereign Future for NHS Data](https://www.quantexa.com/discover/a-sovereign-future-for-nhs-data/): Optimise the Federated Data Platform (FDP) to create a connected view of patients, populations and wider determinants of health. Support proactive care, prevention and better health outcomes.\n\n## Resources\n\n- [Blog](https://www.quantexa.com/blog/): Browse the latest Decision Intelligence trends, insights \u0026 how-tos from the experts at Quantexa.\n- [Upcoming Events](https://www.quantexa.com/events/): Join Quantexa at an event near you to connect, learn, expand your network and connect with the Quantexa community.\n- [All Resources](https://www.quantexa.com/resources/): Browse through all of our content: whitepapers, eBooks, webinars, reports, guides, and more.\n- [What is Decision Intelligence?](https://www.quantexa.com/resources/what-is-decision-intelligence-guide/): Your essential guide to Decision Intelligence: What it is, how it works, and why your organization needs it.\n- [A Guide to Entity Resolution](https://www.quantexa.com/resources/entity-resolution-guide/): Your essential guide to Entity Resolution: what it is, how it works, and why your organization needs it.\n- [Understanding Data Analytics to Develop a Strategy](https://www.quantexa.com/resources/data-analytics-strategy-guide/): Are you interested in optimizing data usage to help your company grow? Discover how a data analytics strategy can do just that in our latest guide.\n- [What is Data Quality and How to Achieve it](https://www.quantexa.com/resources/what-is-data-quality/): Data quality is a crucial part of any modern business. In this guide, weâll explore data quality in more depth and explain how you can achieve it.\n- [What is Transaction Monitoring in AML?](https://www.quantexa.com/resources/transaction-monitoring/): This guide explains what transaction monitoring is, how it works, and how organizations can implementing an effective transaction monitoring solution.\n- [Banking](https://www.quantexa.com/resources/decision-intelligence-in-banking-guide/): Learn how banks can leverage trusted data to drive the right decisions through Decision Intelligence.\n- [Insurance](https://www.quantexa.com/resources/decision-intelligence-in-insurance-guide/): Learn how insurers are using Decision Intelligence to connect the right data to make better decisions with confidence.\n- [Government](https://www.quantexa.com/resources/decision-intelligence-in-government-agencies-guide/): Decision Intelligence helps government agencies to unify their data and improve mission-critical decision-making to drive better services.\n- [Telecommunications](https://www.quantexa.com/resources/decision-intelligence-in-telecommunications-guide/): Learn how a strong contextual data foundation can drive accurate decision-making and growth opportunities across your telecoms business.\n- [Frequently asked questions](https://www.quantexa.com/faqs/): Find the list of the most relevant questions we get asked about our Decision Intelligence Platform and solutions.\n- [The Context Masterclass](https://www.quantexa.com/masterclass/): The Context Masterclass is a free, six-part educational program for senior data and AI leaders looking to close the gap between AI investment and business value.\n- [Is your data ready for AI?](https://www.quantexa.com/is-your-data-ready-for-ai/): Discover how to unlock AI's full potential with trusted data\n\n## Collections\n\n- [Decision Intelligence Collection](https://www.quantexa.com/collections/decision-intelligence/): The latest Decision Intelligence trends, insights and how-tos from the experts at Quantexa.\n- [Innovating with artificial intelligence](https://www.quantexa.com/collections/artificial-intelligence/): The latest AI and Data trends, insights and how-tos from the experts at Quantexa.\n- [In Context: Hear From The Experts](https://www.quantexa.com/collections/in-context/): The latest context trends, insights and how-tos from the experts at Quantexa.\n- [Augmenting FinCrime Compliance Collection](https://www.quantexa.com/collections/financial-crime/): The latest FinCrime trends, insights and how-tos from the experts at Quantexa.\n- [Fraud For Thought](https://www.quantexa.com/collections/fraud/): The latest fraud trends, insights and how-tos from the experts at Quantexa.\n- [Redefining AML in Capital Markets](https://www.quantexa.com/collections/redefining-aml-in-capital-markets/): The latest AML in capital markets trends, insights and how-tos from the experts at Quantexa.\n- [The Human Side of AML](https://www.quantexa.com/collections/the-human-side-of-aml/): Hear from experts working on the frontlines of AML in mid-size and community banking.\n- [The Human Side of AFC](https://www.quantexa.com/collections/the-human-side-of-afc/): Hear from experts working on the frontlines of anti-financial crime\n- [Data: The Cornerstone of Resilience in Government](https://www.quantexa.com/collections/government-agencies/): Utilizing data and AI to foster innovation, improve outcomes, and build resilient communities.\n- [Myth Busting in Government](https://www.quantexa.com/collections/myth-busting-in-government/): The latest Decision Intelligence trends, insights and how-tos from the experts at Quantexa.\n- [Using Technology For Good](https://www.quantexa.com/collections/tech-for-good/): The latest Decision Intelligence trends, insights and how-tos from the experts at Quantexa.\n\n## Company\n\n- [About Quantexa](https://www.quantexa.com/about/): Our leadership team bring a wealth of execution and experience to our category-leading technology.\n- [Leadership Team](https://www.quantexa.com/about/leadership/): Our leadership team bring a wealth of execution and experience to our category-leading technology.\n- [Partner Program](https://www.quantexa.com/partner-program/): Join us and pave the way to innovation and new opportunities as a member of our global Partner Program.\n- [Newsroom](https://www.quantexa.com/newsroom/): Your destination for the latest news and announcements from the world leader in Decision Intelligence.\n- [Press Releases](https://www.quantexa.com/press/): Your destination for the latest news and announcements from the world leader in Decision Intelligence.\n- [Get in Touch](https://www.quantexa.com/get-in-touch/): Need help establishing confidence in your data and decision-making? Contact us and speak to an expert.\n- [Request a Demo](https://www.quantexa.com/request-a-demo/): Submit the form and discover how to turn ambiguous, siloed data into the most trusted, reusable resource for your organization.\n- [Our Accessibility Commitment](https://www.quantexa.com/our-accessibility-commitment/): Empowering and advancing people with disabilities of all forms in use of the Quantexa Platform\n- [Domain Name Abuse](https://www.quantexa.com/domain-name-abuse/): Quantexa is committed to promoting effective controls across the range of information, technical, personnel, and physical security to maintain the confidentiality, integrity and availability of information.\n- [Quantexa](https://www.quantexa.com/): Connect fragmented data to reveal real-world relationships so humans and AI can make trusted decisions at scale.\n\n## Legal\n\n- [Quantexa Privacy Policy](https://www.quantexa.com/legal/privacy-policy/): Your privacy is important to us.\n- [Quantexa Website terms and conditions](https://www.quantexa.com/legal/website-terms-and-conditions/): Before using this website, you should read these Terms carefully, as well as our Acceptable Use Policy, Privacy Policy and Cookie Policy.\n- [Acceptable Use Policy](https://www.quantexa.com/legal/acceptable-use-policy/): Quantexa helps organizations make trusted operational decisions with AI, data and analytics.\n- [Cookie Declaration](https://www.quantexa.com/legal/cookie-declaration/): The Quantexa Limited website uses co
20okies to distinguish you from other users of the website.\n- [Email disclaimer](https://www.quantexa.com/legal/email-disclaimer/): Quantexa helps organizations make trusted operational decisions with AI, data and analytics.\n\n## Why Quantexa?\n\n- [Featured Customers](https://www.quantexa.com/featured-customers/): We're committed to the success of our customers and partners. Donât just take our word for it. Hear from the companies we are working with.\n- [Industry Recognition](https://www.quantexa.com/industry-recognition/): Our category-leading tech is being recognized around the globe\n- [Q Labs](https://www.quantexa.com/q-labs/): Driving Innovation For Decision Intelligence\n- [Partner Ecosystem](https://www.quantexa.com/partner-ecosystem/): Experience transformational value when you work with Quantexa and our partners to deliver tailored solutions to meet your business needs.\n- [Our ESG Commitments](https://www.quantexa.com/esg-commitments/): Embracing opportunities to impact the people we serve and the planet we inhabit.\n\n## Careers\n\n- [We are Quantexa](https://www.quantexa.com/careers/): Unstoppable starts here, it is about the future. Pursue your dream role today. View all our live roles and apply here.\n- [Make Endless Impact](https://www.quantexa.com/careers/make-endless-impact/): Our technology influences decision-making all over the world, but weâre more than data day-to-day. Weâre a global collaboration of bright minds that inspire each other.\n- [Constant Equality](https://www.quantexa.com/careers/constant-equality/): Empowered by technology, driven by diversity. Weâve created a culture based on values and fairness, and weâll never stop building on that.\n- [Start with us](https://www.quantexa.com/careers/start-with-us/): Reach for your next challenge - learn our recruitment process and check out our short quiz to see if you are a Quantexan.\n- [Graduates](https://www.quantexa.com/careers/graduates/): Realize your true capability - we're geared to help you lay the foundation for quick and sustainable development that'll launch your career.\n- [Apply Now](https://www.quantexa.com/careers/vacancies/): Unstoppable starts here, it is about the future. Pursue your dream role today. View all our live roles and apply here.\n\n## Guides\n\n- [The Best Anti-Money Laundering (AML) Software \u0026 Tools to Consider in 2025](https://www.quantexa.com/resources/best-aml-software-and-tools/): A complete guide to AML Software: what it is? Who are the top providers? And what should you look out for when selecting AML software for your organization?\n- [The 9 Best Know Your Customer (KYC) Software \u0026 Tools to Consider in 2026](https://www.quantexa.com/resources/best-kyc-software-and-tools/): A complete guide to KYC Software: what it is? Who are the top providers? And what should you look out for when selecting KYC software for your organization?\n- [A Guide to Customer Intelligence in 2025](https://www.quantexa.com/resources/customer-intelligence-guide/): Customer intelligence is the process of collecting and interpreting data to uncover insights that can inform business strategy. Read more in our guide.\n- [What is Big Data Analytics: How to Operationalize \u0026 Examples](https://www.quantexa.com/resources/big-data-analytics/): Data is everywhere. So how can you be sure you're accessing the insights that will move your business forward? Discover how big data can help with our guide.\n- [What is Financial Crime \u0026 How do you Prevent it?](https://www.quantexa.com/resources/financial-crime/): Your essential guide to financial crime: what it is, the different types, how to detect financial crime and measures to prevent financial crime.\n- [What is a Knowledge Graph and How Does it Work?](https://www.quantexa.com/resources/what-is-a-knowledge-graph/): A knowledge graph represents information about data and entities and the relationships between them. Find out how they work in our guide.\n- [Single Customer View (SCV): What it is \u0026 How to Create One](https://www.quantexa.com/resources/single-customer-view/): Single customer views make it possible to accurately do customer analytics, gain insights to detect risks and identify opportunities. Read more in this guide.\n- [What is a Customer Data Platform? A Guide to CDPs](https://www.quantexa.com/resources/what-is-a-customer-data-platform/): Customer Data Platforms (CDPs) help organizations to make effective marketing decisions. Learn more about these insightful tools in our handy guide.\n- [What is Supply Chain Analytics?](https://www.quantexa.com/resources/supply-chain-analytics/): Supply chain analytics helps organizations get insight from their supply chain data to i
20dentify risks and uncover opportunities. Discover more.\n- [What is a Data Transformation? Understanding the Benefits, Techniques and Challenges](https://www.quantexa.com/resources/data-transformation/): Data transformation is a process where data is converted and structured into a format that matches that of the destination system. Learn more with our guide.\n- [A Complete Guide to Data Products](https://www.quantexa.com/resources/data-products/): Your essential guide to data products: what they are, the key capabilities, examples and the requirements. The data product checklist and advantages of leveraging data products.\n- [What Is a Data Platform \u0026 How Do They Work?](https://www.quantexa.com/resources/data-platform/): Data platforms make the safe and secure storage and analysis of data streamlined. Discover more about these all-important solutions in our useful guide.\n- [AML Investigations and Case Management: A Guide to Detecting and Combating Money Laundering](https://www.quantexa.com/resources/aml-investigations-and-case-management/): Money laundering can be a challenge for leading financial institutions. Learn more about how AML practices help prevent and combat this financial crime.\n- [A Practical Guide to Structured vs. Unstructured Data](https://www.quantexa.com/resources/structured-vs-unstructured-data/): A crucial distinction exists between structured and unstructured data, each with its own significance and complexities. Find out more with our guidance.\n- [A Practical Guide to Data Ingestion](https://www.quantexa.com/resources/data-ingestion/): Data ingestion is the process of importing data files from different sources to one storage medium. Find out more with our guidance.\n- [KYC Onboarding: How to Achieve KYC Compliance](https://www.quantexa.com/resources/kyc-onboarding/): Know Your Customer (KYC) onboarding plays a critical role in assessing customer risk. Learn how to optimize your KYC onboarding process to achieve KYC compliance.\n- [Data Integration Guide â Understanding How to Utilize Data to Optimize Business Strategies](https://www.quantexa.com/resources/data-integration-guide/): Your essential guide to Data Integration: how it works, different types of integration techniques, the challenges and benefits, modern approaches and much more.\n- [KYC in Banking and Finance](https://www.quantexa.com/resources/understanding-kyc-in-banking-and-finance/): KYC (Know Your Customer) plays an intrinsic role in the anti-money laundering process for financial institutions. Discover how to optimize your KYC process in this guide.\n- [What is Master Data Management (MDM) and How Does it Work?](https://www.quantexa.com/resources/master-data-management-guide/): Master data management (MDM) can help businesses manage and gain value from vast amounts of data from various channels. Find out how you better manage and ensure good quality data.\n- [What is AI Sovereignty?](https://www.quantexa.com/resources/what-is-sovereign-ai-an-overview-for-regulated-organizations/): A clear overview of the core principles of Sovereign AI, what it looks like in practice for regulated organizations.\n- [What is a Context Layer and Why Does it Matter for Enterprise Data?](https://www.quantexa.com/resources/what-is-a-context-layer-and-why-does-it-matter-for-enterprise-data/): An introduction to the context layer, its role in enterprise data architecture, and its critical importance for agentic AI.\n- [What Is Data Modernization and Why Is It Important?](https://www.quantexa.com/resources/what-is-data-modernization-and-why-is-it-important/): This guide explores how data modernization can transform enterprise operations and decision-making. It covers what data modernization is, how the process works, the benefits and challenges organizations face, and practical strategies for successful implementation.\n- [Creating a Single-Patient Record: A Guide for Healthcare Leaders](https://www.quantexa.com/resources/creating-a-single-patient-record/): Healthcare professionals are shifting towards a single-patient record (SPR). But what does it mean, what are the benefits, and what are the challenges?\n- [What is a Customer 360 \u0026 how do you create one?](https://www.quantexa.com/resources/what-is-a-customer-360/): Customer 360s provide a rounded, accurate and real-time overview of your client base. Learn how to use one to transform your organization in this guide.\n- [What is Risk Monitoring?](https://www.quantexa.com/resources/risk-monitoring/): Customer 360s provide a rounded, accurate and real-time overview of your client base. Learn how to use one to transform your organization in this guide.\n- [What is Generative AI? Trends, Use Cases and Business Impact](https://www.quantexa.com/resources/what-is-generative-ai/): This guide will demystify generative AI by exploring the latest trends, practical use cases, and the potential impacts it can have on business operations.\n- [The role of AI in decision-making: a business leader's guide](https://www.quantexa.com/education/the-role-of-ai-in-decision-making/): Artificial intelligence (AI) once seemed like the stuff of science fiction. Find out how
20it is now being leveraged by business leaders across the globe.\n- [Big data and sustainability â a guide for companies in 2024](https://www.quantexa.com/education/big-data-and-sustainability/): ESG regulations have changed how most organizations think about sustainability. Learn how big data can be transformative for this in our detailed guide.\n- [What is Data Fabric \u0026 How Does it Work?](https://www.quantexa.com/resources/what-is-data-fabric/): Your essential guide to data fabric: what it is, how does it work, benefits, use cases and challenges. Learn how you can break down data silos and provide a more holistic approach to data mangement.\n- [What is Composite AI?](https://www.quantexa.com/resources/what-is-composite-ai/): Quantexa has been driving AI innovation since its inception. It uses AI at the core of its Decision Intelligence Platform to help our customers unify data and create 'context' to make accurate and reliable decisions.\n- [What is Graph Analytics](https://www.quantexa.com/resources/what-is-graph-analytics/): Do you know the difference between an ego-centric graph and a knowledge graph? In this video, Anastasia Petrovskaia, Product Manager at Quantexa, explains the types of Graph Analytics that can be applied depending on your objectives and gives real life examples: from uncovering money laundering risks to understanding supply chain structures.\n- [What is Dynamic Entity Resolution?](https://www.quantexa.com/resources/what-is-dynamic-entity-resolution/): In real life scenarios, organizations have many use cases across the organization that they need a trusted view of their data for. However, different use case will require different fuzziness levels as well as security policies, so a one-size-fits-all solution does not work. Watch Jamie Hutton, CTO of Quantexa, explain how Dynamic Entity Resolution works and how it solves this problem.\n\n## Optional\n\n- [Sitemap](https://www.quantexa.com/sitemap.xml): Sitemap\n- [Robots.txt](https://www.quantexa.com/robots.txt): Robots.txt\n"])</script>
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20<script>self.__next_f.push([1,"# Quantexa\n\n\u003e Quantexa is the Decision Intelligence company. Our platform connects and contextualizes data using market-leading entity resolution and graph analytics, creating an AI-ready data foundation and a trusted context layer so organizations can make confident, explainable decisions.\n\n## Platform\n\n- [Quantexaâs Decision Intelligence Platform](https://www.quantexa.com/platform/decision-intelligence-platform/): The platform to automate and augment your decision-making.\n- [Customer Services](https://www.quantexa.com/customer-services/): Grow your team's capabilities with Quantexa through our Learning Academy, global community, and expert services to drive your desired business outcomes.\n- [Data Ingestion](https://www.quantexa.com/platform/data-ingestion/): Our data ingestion enables data scientists and data-driven analysts to easily prepare, configure, and ingest billions of data points across multiple formats.\n- [Entity Resolution](https://www.quantexa.com/platform/entity-resolution-software/): Quantexa's Entity Resolution software delivers trust in data by building a solid foundation with accurate AI-powered data matching technology.\n- [Graph Analytics](https://www.quantexa.com/platform/graph-analytics/): Quantexaâs Graph Analytics creates more complete graphs based on best-in-class Entity Resolution enabling you to drive informed business decisions.\n- [Quantexa AI](https://www.quantexa.com/platform/ai-innovation/): Where human expertise meets the speed and scale of agentic AI.\n- [Agent Gateway](https://www.quantexa.com/platform/agent-gateway/): Reap the rewards of agentic AI with a governed, fully integrated gateway â fueled by trusted, context-aware intelligence.\n- [Q Assist](https://www.quantexa.com/platform/q-assist/): By democratizing data access, streamlining workflows, and augmenting decisioning, Q Assist improves the efficiency and effectiveness of analysts and customer facing teams.\n- [Q Assist for Banking](https://www.quantexa.com/platform/q-assist-for-banking/): By democratizing data access, streamlining workflows, and augmenting decisioning, Q Assist improves the efficiency and effectiveness of analysts and customer facing teams.\n- [Quantexa Unify for Microsoft Fabric](https://www.quantexa.com/unify/): Empower data teams to transform data quality and usability across your organization.\n\n## Solutions\n\n- [Data Modernization](https://www.quantexa.com/solutions/data-modernization/): Improve data quality, enhance master data management and build a trusted foundation for analytics, AI, and confident decisions.\n- [Quantexa Cloud AML](https://www.quantexa.com/solutions/cloud-aml/): Future-proof your AML program with an end-to-end, AI-powered cloud product that puts effectiveness, efficiency and trust first for U.S. mid-size and community banks.\n- [AI Sovereignty](https://www.quantexa.com/solutions/ai-sovereignty/): Real AI sovereignty builds on foundations you control, with decisions you can explain, audit, and defend.\n- [Customer Intelligence](https://www.quantexa.com/solutions/customer-intelligence/): Are data challenges creating friction for your customers? Our platform creates a holistic, single view of your customers so you can focus on opportunities.\n- [Risk Management](https://www.quantexa.com/solutions/risk-management/): Take the guesswork out of credit and lending decisions. Our consistent view of a risk ecosystem supports sustainable lending and revolutionizes risk management.\n- [Financial Crime](https://www.quantexa.com/solutions/financial-crime/): We turn data into value with the full picture of your customer and their counterparties. Start investigating the real risks and enhance your risk assessments.\n- [Anti-Money Laundering](https://www.quantexa.com/solutions/aml/): Monitor, detect and investigate real risk. We help you bring context to AML compliance so you can uncover and understand complex risks with our AML solutions.\n- [Know Your Customer](https://www.quantexa.com/solutions/kyc/): Our KYC solutions detect risk in real time to identify unknown risks and deliver more accurate risk ratings with contextual KYC.\n- [Fraud \u0026 Security](https://www.quantexa.com/solutions/fraud/): Counter-fraud teams need a holistic, context-based view of all relevant entities, networks and behaviors. Discover how our highly-targeted approach can help.\n- [Supply Chain Intelligence](https://www.quantexa.com/solutions/supply-chain-intelligence/): Obtain a 360-degree connected view of your supplier ecosystem to optimize compliance, protect your reputation, and grow your resilience.\n- [All Solutions](https://www.quantexa.com/solutions/): Every Quantexa solution in one place, from data modernization and customer intelligence to risk, fraud and financial crime.\n- [Retail AML](https://www.quantexa.com/solutions/retail-aml/): Empowering retail banks to fight financial crime with clarity and confidence.\n- [Markets AML](https://www.quantexa.com/solutions/markets-aml/): Modernize Markets AML with the context and intelligence that power explainable AI.\n- [Trade AML](https://www.quantexa.com/solutions/trade-aml/): See how connected trade data and network analytics uncover hidden risk across customers, counterparties, and supply chains.\n- [Correspondent Banking AML](https://www.quantexa.com/solutions/correspondent-banking-aml/): Fight financial crime with context-driven intelligence built for the complexities of cross-border banking.\n- [Intelligence Led Investigations](https://www.quantexa.com/solutions/intelligence-led-investigations/): Automate L1 investigations and augment L2, L3, L3+ and FIU investigations with our integrated investigation platform.\n- [Insurance Fraud Prevention](https://www.quantexa.com/solutions/insurance-fraud/): Delivering a category-defining vision for next-generation counter fraud and financial crime prevention\n- [Internal Fraud Detection](https://www.quantexa.com/solutions/internal-fraud/): Improve c
20ounter-internal fraud effectiveness and efficiency across the enterprise\n- [Lending Fraud](https://www.quantexa.com/solutions/lending-fraud/): Prevent, detect, and investigate Lending Fraud by connecting data and creating context with Decision Intelligence.\n\n## Industries\n\n- [Banking](https://www.quantexa.com/industries/banking/): Unify your bankâs data to create context \u0026 enable trusted, explainable decisions that reduce risk, optimize performance, and fuel growth.\n- [Insurance](https://www.quantexa.com/industries/insurance/): Drive premium growth, reduce churn, and cut â loss ratios with AI-enabled decisioning. Turning connected data insights into action across the insurance value chain.â\n- [Telecommunications](https://www.quantexa.com/industries/telecommunications/): Meet Telecommunications market challenges head-on with trusted data. Fight fraud risks, increase efficiencies, develop new revenue streams and more. Discover how.\n- [Health and Social Care](https://www.quantexa.com/industries/healthcare-and-social-care/): Help clinicians and care teams identify risk sooner, improve care coordination and achieve better outcomes for patients and populations.\n- [Public Sector](https://www.quantexa.com/industries/public-sector/): Solve a range of critical data quality and analytical challenges when fighting fraud, enforcing compliance, collecting taxes, investigating crime, and securing borders.\n- [A Sovereign Future for NHS Data](https://www.quantexa.com/discover/a-sovereign-future-for-nhs-data/): Optimise the Federated Data Platform (FDP) to create a connected view of patients, populations and wider determinants of health. Support proactive care, prevention and better health outcomes.\n\n## Resources\n\n- [Blog](https://www.quantexa.com/blog/): Browse the latest Decision Intelligence trends, insights \u0026 how-tos from the experts at Quantexa.\n- [Upcoming Events](https://www.quantexa.com/events/): Join Quantexa at an event near you to connect, learn, expand your network and connect with the Quantexa community.\n- [All Resources](https://www.quantexa.com/resources/): Browse through all of our content: whitepapers, eBooks, webinars, reports, guides, and more.\n- [What is Decision Intelligence?](https://www.quantexa.com/resources/what-is-decision-intelligence-guide/): Your essential guide to Decision Intelligence: What it is, how it works, and why your organization needs it.\n- [A Guide to Entity Resolution](https://www.quantexa.com/resources/entity-resolution-guide/): Your essential guide to Entity Resolution: what it is, how it works, and why your organization needs it.\n- [Understanding Data Analytics to Develop a Strategy](https://www.quantexa.com/resources/data-analytics-strategy-guide/): Are you interested in optimizing data usage to help your company grow? Discover how a data analytics strategy can do just that in our latest guide.\n- [What is Data Quality and How to Achieve it](https://www.quantexa.com/resources/what-is-data-quality/): Data quality is a crucial part of any modern business. In this guide, weâll explore data quality in more depth and explain how you can achieve it.\n- [What is Transaction Monitoring in AML?](https://www.quantexa.com/resources/transaction-monitoring/): This guide explains what transaction monitoring is, how it works, and how organizations can implementing an effective transaction monitoring solution.\n- [Banking](https://www.quantexa.com/resources/decision-intelligence-in-banking-guide/): Learn how banks can leverage trusted data to drive the right decisions through Decision Intelligence.\n- [Insurance](https://www.quantexa.com/resources/decision-intelligence-in-insurance-guide/): Learn how insurers are using Decision Intelligence to connect the right data to make better decisions with confidence.\n- [Government](https://www.quantexa.com/resources/decision-intelligence-in-government-agencies-guide/): Decision Intelligence helps government agencies to unify their data and improve mission-critical decision-making to drive better services.\n- [Telecommunications](https://www.quantexa.com/resources/decision-intelligence-in-telecommunications-guide/): Learn how a strong contextual data foundation can drive accurate decision-making and growth opportunities across your telecoms business.\n- [Frequently asked questions](https://www.quantexa.com/faqs/): Find the list of the most relevant questions we get asked about our Decision Intelligence Platform and solutions.\n- [The Context Masterclass](https://www.quantexa.com/masterclass/): The Context Masterclass is a free, six-part educational program for senior data and AI leaders looking to close the gap between AI investment and business value.\n- [Is your data ready for AI?](https://www.quantexa.com/is-your-data-ready-for-ai/): Discover how to unlock AI's full potential with trusted data\n\n## Collections\n\n- [Decision Intelligence Collection](https://www.quantexa.com/collections/decision-intelligence/): The latest Decision Intelligence trends, insights and how-tos from the experts at Quantexa.\n- [Innovating with artificial intelligence](https://www.quantexa.com/collections/artificial-intelligence/): The latest AI and Data trends, insights and how-tos from the experts at Quantexa.\n- [In Context: Hear From The Experts](https://www.quantexa.com/collections/in-context/): The latest context trends, insights and how-tos from the experts at Quantexa.\n- [Augmenting FinCrime Compliance Collection](https://www.quantexa.com/collections/financial-crime/): The latest FinCrime trends, insights and how-tos from the experts at Quantexa.\n- [Fraud For Thought](https://www.quantexa.com/collections/fraud/): The latest fraud trends, insights and how-tos from the experts at Quantexa.\n- [Redefining AML in Capital Markets](https://www.quantexa.com/collections/redefining-aml-in-capital-markets/): The latest AML in capital markets trends, insights and how-tos from the experts at Quantexa.\n- [The Human Side of AML](https://www.quantexa.com/collections/the-human-side-of-aml/): Hear from experts working on the frontlines of AML in mid-size and community banking.\n- [The Human Side of AFC](https://www.quantexa.com/collections/the-human-side-of-afc/): Hear from experts working on the frontlines of anti-financial crime\n- [Data: The Cornerstone of Resilience in Government](https://www.quantexa.com/collections/government-agencies/): Utilizing data and AI to foster innovation, improve outcomes, and build resilient communities.\n- [Myth Busting in Government](https://www.quantexa.com/collections/myth-busting-in-government/): The latest Decision Intelligence trends, insights and how-tos from the experts at Quantexa.\n- [Using Technology For Good](https://www.quantexa.com/collections/tech-for-good/): The latest Decision Intelligence trends, insights and how-tos from the experts at Quantexa.\n\n## Company\n\n- [About Quantexa](https://www.quantexa.com/about/): Our leadership team bring a wealth of execution and experience to our category-leading technology.\n- [Leadership Team](https://www.quantexa.com/about/leadership/): Our leadership team bring a wealth of execution and experience to our category-leading technology.\n- [Partner Program](https://www.quantexa.com/partner-program/): Join us and pave the way to innovation and new opportunities as a member of our global Partner Program.\n- [Newsroom](https://www.quantexa.com/newsroom/): Your destination for the latest news and announcements from the world leader in Decision Intelligence.\n- [Press Releases](https://www.quantexa.com/press/): Your destination for the latest news and announcements from the world leader in Decision Intelligence.\n- [Get in Touch](https://www.quantexa.com/get-in-touch/): Need help establishing confidence in your data and decision-making? Contact us and speak to an expert.\n- [Request a Demo](https://www.quantexa.com/request-a-demo/): Submit the form and discover how to turn ambiguous, siloed data into the most trusted, reusable resource for your organization.\n- [Our Accessibility Commitment](https://www.quantexa.com/our-accessibility-commitment/): Empowering and advancing people with disabilities of all forms in use of the Quantexa Platform\n- [Domain Name Abuse](https://www.quantexa.com/domain-name-abuse/): Quantexa is committed to promoting effective controls across the range of information, technical, personnel, and physical security to maintain the confidentiality, integrity and availability of information.\n- [Quantexa](https://www.quantexa.com/): Connect fragmented data to reveal real-world relationships so humans and AI can make trusted decisions at scale.\n\n## Legal\n\n- [Quantexa Privacy Policy](https://www.quantexa.com/legal/privacy-policy/): Your privacy is important to us.\n- [Quantexa Website terms and conditions](https://www.quantexa.com/legal/website-terms-and-conditions/): Before using this website, you should read these Terms carefully, as well as our Acceptable Use Policy, Privacy Policy and Cookie Policy.\n- [Acceptable Use Policy](https://www.quantexa.com/legal/acceptable-use-policy/): Quantexa helps organizations make trusted operational decisions with AI, data and analytics.\n- [Cookie Declaration](https://www.quantexa.com/legal/cookie-declaration/): The Quantexa Limited website uses co
20okies to distinguish you from other users of the website.\n- [Email disclaimer](https://www.quantexa.com/legal/email-disclaimer/): Quantexa helps organizations make trusted operational decisions with AI, data and analytics.\n\n## Why Quantexa?\n\n- [Featured Customers](https://www.quantexa.com/featured-customers/): We're committed to the success of our customers and partners. Donât just take our word for it. Hear from the companies we are working with.\n- [Industry Recognition](https://www.quantexa.com/industry-recognition/): Our category-leading tech is being recognized around the globe\n- [Q Labs](https://www.quantexa.com/q-labs/): Driving Innovation For Decision Intelligence\n- [Partner Ecosystem](https://www.quantexa.com/partner-ecosystem/): Experience transformational value when you work with Quantexa and our partners to deliver tailored solutions to meet your business needs.\n- [Our ESG Commitments](https://www.quantexa.com/esg-commitments/): Embracing opportunities to impact the people we serve and the planet we inhabit.\n\n## Careers\n\n- [We are Quantexa](https://www.quantexa.com/careers/): Unstoppable starts here, it is about the future. Pursue your dream role today. View all our live roles and apply here.\n- [Make Endless Impact](https://www.quantexa.com/careers/make-endless-impact/): Our technology influences decision-making all over the world, but weâre more than data day-to-day. Weâre a global collaboration of bright minds that inspire each other.\n- [Constant Equality](https://www.quantexa.com/careers/constant-equality/): Empowered by technology, driven by diversity. Weâve created a culture based on values and fairness, and weâll never stop building on that.\n- [Start with us](https://www.quantexa.com/careers/start-with-us/): Reach for your next challenge - learn our recruitment process and check out our short quiz to see if you are a Quantexan.\n- [Graduates](https://www.quantexa.com/careers/graduates/): Realize your true capability - we're geared to help you lay the foundation for quick and sustainable development that'll launch your career.\n- [Apply Now](https://www.quantexa.com/careers/vacancies/): Unstoppable starts here, it is about the future. Pursue your dream role today. View all our live roles and apply here.\n\n## Guides\n\n- [The Best Anti-Money Laundering (AML) Software \u0026 Tools to Consider in 2025](https://www.quantexa.com/resources/best-aml-software-and-tools/): A complete guide to AML Software: what it is? Who are the top providers? And what should you look out for when selecting AML software for your organization?\n- [The 9 Best Know Your Customer (KYC) Software \u0026 Tools to Consider in 2026](https://www.quantexa.com/resources/best-kyc-software-and-tools/): A complete guide to KYC Software: what it is? Who are the top providers? And what should you look out for when selecting KYC software for your organization?\n- [A Guide to Customer Intelligence in 2025](https://www.quantexa.com/resources/customer-intelligence-guide/): Customer intelligence is the process of collecting and interpreting data to uncover insights that can inform business strategy. Read more in our guide.\n- [What is Big Data Analytics: How to Operationalize \u0026 Examples](https://www.quantexa.com/resources/big-data-analytics/): Data is everywhere. So how can you be sure you're accessing the insights that will move your business forward? Discover how big data can help with our guide.\n- [What is Financial Crime \u0026 How do you Prevent it?](https://www.quantexa.com/resources/financial-crime/): Your essential guide to financial crime: what it is, the different types, how to detect financial crime and measures to prevent financial crime.\n- [What is a Knowledge Graph and How Does it Work?](https://www.quantexa.com/resources/what-is-a-knowledge-graph/): A knowledge graph represents information about data and entities and the relationships between them. Find out how they work in our guide.\n- [Single Customer View (SCV): What it is \u0026 How to Create One](https://www.quantexa.com/resources/single-customer-view/): Single customer views make it possible to accurately do customer analytics, gain insights to detect risks and identify opportunities. Read more in this guide.\n- [What is a Customer Data Platform? A Guide to CDPs](https://www.quantexa.com/resources/what-is-a-customer-data-platform/): Customer Data Platforms (CDPs) help organizations to make effective marketing decisions. Learn more about these insightful tools in our handy guide.\n- [What is Supply Chain Analytics?](https://www.quantexa.com/resources/supply-chain-analytics/): Supply chain analytics helps organizations get insight from their supply chain data to i
20dentify risks and uncover opportunities. Discover more.\n- [What is a Data Transformation? Understanding the Benefits, Techniques and Challenges](https://www.quantexa.com/resources/data-transformation/): Data transformation is a process where data is converted and structured into a format that matches that of the destination system. Learn more with our guide.\n- [A Complete Guide to Data Products](https://www.quantexa.com/resources/data-products/): Your essential guide to data products: what they are, the key capabilities, examples and the requirements. The data product checklist and advantages of leveraging data products.\n- [What Is a Data Platform \u0026 How Do They Work?](https://www.quantexa.com/resources/data-platform/): Data platforms make the safe and secure storage and analysis of data streamlined. Discover more about these all-important solutions in our useful guide.\n- [AML Investigations and Case Management: A Guide to Detecting and Combating Money Laundering](https://www.quantexa.com/resources/aml-investigations-and-case-management/): Money laundering can be a challenge for leading financial institutions. Learn more about how AML practices help prevent and combat this financial crime.\n- [A Practical Guide to Structured vs. Unstructured Data](https://www.quantexa.com/resources/structured-vs-unstructured-data/): A crucial distinction exists between structured and unstructured data, each with its own significance and complexities. Find out more with our guidance.\n- [A Practical Guide to Data Ingestion](https://www.quantexa.com/resources/data-ingestion/): Data ingestion is the process of importing data files from different sources to one storage medium. Find out more with our guidance.\n- [KYC Onboarding: How to Achieve KYC Compliance](https://www.quantexa.com/resources/kyc-onboarding/): Know Your Customer (KYC) onboarding plays a critical role in assessing customer risk. Learn how to optimize your KYC onboarding process to achieve KYC compliance.\n- [Data Integration Guide â Understanding How to Utilize Data to Optimize Business Strategies](https://www.quantexa.com/resources/data-integration-guide/): Your essential guide to Data Integration: how it works, different types of integration techniques, the challenges and benefits, modern approaches and much more.\n- [KYC in Banking and Finance](https://www.quantexa.com/resources/understanding-kyc-in-banking-and-finance/): KYC (Know Your Customer) plays an intrinsic role in the anti-money laundering process for financial institutions. Discover how to optimize your KYC process in this guide.\n- [What is Master Data Management (MDM) and How Does it Work?](https://www.quantexa.com/resources/master-data-management-guide/): Master data management (MDM) can help businesses manage and gain value from vast amounts of data from various channels. Find out how you better manage and ensure good quality data.\n- [What is AI Sovereignty?](https://www.quantexa.com/resources/what-is-sovereign-ai-an-overview-for-regulated-organizations/): A clear overview of the core principles of Sovereign AI, what it looks like in practice for regulated organizations.\n- [What is a Context Layer and Why Does it Matter for Enterprise Data?](https://www.quantexa.com/resources/what-is-a-context-layer-and-why-does-it-matter-for-enterprise-data/): An introduction to the context layer, its role in enterprise data architecture, and its critical importance for agentic AI.\n- [What Is Data Modernization and Why Is It Important?](https://www.quantexa.com/resources/what-is-data-modernization-and-why-is-it-important/): This guide explores how data modernization can transform enterprise operations and decision-making. It covers what data modernization is, how the process works, the benefits and challenges organizations face, and practical strategies for successful implementation.\n- [Creating a Single-Patient Record: A Guide for Healthcare Leaders](https://www.quantexa.com/resources/creating-a-single-patient-record/): Healthcare professionals are shifting towards a single-patient record (SPR). But what does it mean, what are the benefits, and what are the challenges?\n- [What is a Customer 360 \u0026 how do you create one?](https://www.quantexa.com/resources/what-is-a-customer-360/): Customer 360s provide a rounded, accurate and real-time overview of your client base. Learn how to use one to transform your organization in this guide.\n- [What is Risk Monitoring?](https://www.quantexa.com/resources/risk-monitoring/): Customer 360s provide a rounded, accurate and real-time overview of your client base. Learn how to use one to transform your organization in this guide.\n- [What is Generative AI? Trends, Use Cases and Business Impact](https://www.quantexa.com/resources/what-is-generative-ai/): This guide will demystify generative AI by exploring the latest trends, practical use cases, and the potential impacts it can have on business operations.\n- [The role of AI in decision-making: a business leader's guide](https://www.quantexa.com/education/the-role-of-ai-in-decision-making/): Artificial intelligence (AI) once seemed like the stuff of science fiction. Find out how
20it is now being leveraged by business leaders across the globe.\n- [Big data and sustainability â a guide for companies in 2024](https://www.quantexa.com/education/big-data-and-sustainability/): ESG regulations have changed how most organizations think about sustainability. Learn how big data can be transformative for this in our detailed guide.\n- [What is Data Fabric \u0026 How Does it Work?](https://www.quantexa.com/resources/what-is-data-fabric/): Your essential guide to data fabric: what it is, how does it work, benefits, use cases and challenges. Learn how you can break down data silos and provide a more holistic approach to data mangement.\n- [What is Composite AI?](https://www.quantexa.com/resources/what-is-composite-ai/): Quantexa has been driving AI innovation since its inception. It uses AI at the core of its Decision Intelligence Platform to help our customers unify data and create 'context' to make accurate and reliable decisions.\n- [What is Graph Analytics](https://www.quantexa.com/resources/what-is-graph-analytics/): Do you know the difference between an ego-centric graph and a knowledge graph? In this video, Anastasia Petrovskaia, Product Manager at Quantexa, explains the types of Graph Analytics that can be applied depending on your objectives and gives real life examples: from uncovering money laundering risks to understanding supply chain structures.\n- [What is Dynamic Entity Resolution?](https://www.quantexa.com/resources/what-is-dynamic-entity-resolution/): In real life scenarios, organizations have many use cases across the organization that they need a trusted view of their data for. However, different use case will require different fuzziness levels as well as security policies, so a one-size-fits-all solution does not work. Watch Jamie Hutton, CTO of Quantexa, explain how Dynamic Entity Resolution works and how it solves this problem.\n\n## Optional\n\n- [Sitemap](https://www.quantexa.com/sitemap.xml): Sitemap\n- [Robots.txt](https://www.quantexa.com/robots.txt): Robots.txt\n"])</script>
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Context is the critical layer that enables trusted, transparent AI-driven decisions.\",\"content\":{\"type\":\"doc\",\"attrs\":{\"backgroundColor\":null},\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Since GenAI upended traditional workflows, the use of these solutions has now become a standard operating procedure. Nearly 9 out of 10 respondents in \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"McKinseyâs âThe State of AI 2025â survey\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1155CC\"}},{\"type\":\"underline\"}]},{\"text\":\" reported implementing AI solutions for at least one business function, while almost 80% are implementing GenAI specifically. Increasingly, autonomous agents that can plan and execute workflows are gaining traction, with nearly 4 in 10 respondents reporting having âexperimentedâ with these solutions and 23% reporting that an agentic AI system is being scaled within their enterprises.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Yet, scaling successful enterprise adoption of AI is not without its hurdles, and chief among those is data readiness for AI. If your organization is like most, data lives in fragmented, siloed environments that have evolved over years, sometimes decades. Critical information is stored in inconsistent data formats or is spread across disconnected systems that do not communicate with each other. Even the most sophisticated AI systems will falter when poor-quality, fragmented data undermines the performance and reliability of AI models, calling into question the decisions they produce. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"With the \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"rise of decision-centric organizations\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/the-rise-of-decision-centric-organizations/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0000FF\"}},{\"type\":\"underline\"}]},{\"text\":\", decision explainability is imperative for Data and IT leaders. ââAccording to Gartnerâs \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"CDAO Agenda Survey\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.gartner.com/en/newsroom/press-releases/2025-05-12-gartner-survey-finds-seventy-percent-of-cdaos-are-responsible-for-artificial-intelligence-strategy-and-operating-model\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1155CC\"}},{\"type\":\"underline\"}]},{\"text\":\", 70% of respondents now see themselves as responsible for their organizationâs AI strategy and operating model, with three-quarters reporting that their positions would be contingent upon the success of that strategy. This puts them in a tight spot, as AI solutions implemented without data readiness may yield organizational failures, forcing accountability for decisions they may not be fully able to explain or (if necessary) unwind. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The solution here isnât to implement âbetterâ AI models, and it certainly isnât more data. The first step is to create a \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"trusted, governed data foundation\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/why-you-need-a-trusted-contextual-data-foundation/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0000FF\"}},{\"type\":\"underline\"}]},{\"text\":\", then the only way to implement AI solutions that produce explainable, transparent decisions is by adding context. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"\\\"Context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"italic\"}]},{\"text\":\" provides organizations with the ability to make better, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"trusted decisions by grounding AI in data.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"italic\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"type\":\"hard_break\"},{\"text\":\"Vishal Marria, CEO and founder, Quantexa\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Understanding the role of context \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Context is one of the most overused words in AI conversations right now. When you hear âAI needs context,â it typically means one of four things:  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"ordered_list\",\"attrs\":{\"order\":1},\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Prompt context \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"-\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" The instructions and examples you give to a model that shape how it responds. Itâs useful, but it only \",\"type\":\"text\"},{\"text\":\"shapes \",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"}]},{\"text\":\"how a model reasons and doesnât change what it knows.\",\"type\":\"text\"},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Window context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" - \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"How much text the model holds in memory during a single session. A longer window means the model\",\"type\":\"text\"},{\"text\":\" carries more of the conversation, but it can often feel quite mechanical.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\" \",\"type\":\"text\"},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Record context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" -\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" A consolidation of information that AI retrieves when needed, such as customer situation and history. Itâs good, but too light for complex decision-making due to its flat structure.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"  \",\"type\":\"text\"},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Semantic context - \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"Meaning-based similarity across data. This is useful for finding related content, but not for establishing real-world identity or relationships. \",\"type\":\"text\"},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Real-world context \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"- Entities and relationships, showing who someone really is, how theyâre connected, and events that shape their connections.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"At Quantexa, we focus on going beyond record context into real-world context. This is the hardest one to achieve. Real-world context closes the gaps between raw data, insights and impact. It surfaces the real-world connections between individual data points, such as people, places, accounts, and events, to provide the full picture of how entities are related to each other. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Context makes isolated facts meaningful \",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"/blog/the-crucial-role-of-context\",\"uuid\":\"d08f3bc4-a0f7-4e38-8d85-d95bcb81b3b1\",\"anchor\":null,\"target\":\"_self\",\"linktype\":\"story\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"by illuminating the real-world situations they represent when viewed together. It provides clarity and transparency.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Without real-world context, your organization sees an incomplete picture of individualsâ relationships and histories, increasing the risk that AI-driven decisions are based on incomplete or misleading information or are misinterpreted, particularly when multiple entities are involved. Organizations that use data without context see an incomplete picture of the relationships and histories of individuals, organizations, and transactions. This is what makes adding a \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"context layer\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"/resources/what-is-a-context-layer-and-why-does-it-matter-for-enterprise-data\",\"uuid\":\"7a545745-6181-4d03-bb5f-67a9a7959d2b\",\"anchor\":null,\"target\":\"_self\",\"linktype\":\"story\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" to a data platform so important. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"italic\"}]},{\"text\":\"Trusting that the context behind\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"italic\"}]},{\"text\":\"your customer is the right context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]},{\"text\":\"for you to make decisions on is one of the biggest missing links today.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"type\":\"hard_break\"},{\"text\":\"Shailendra Jain, MD Strategy and Marketing, Moody's\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"blok\",\"attrs\":{\"id\":\"12b53c40-a4de-4fb4-b1db-1564716d122a\",\"body\":[{\"_uid\":\"i-eb5e6006-0aa5-43b8-aa0e-ade05dd18bd2\",\"videoID\":\"4FszBYBjZwM\",\"component\":\"article_youtube_video\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Why data quality isnât enough \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"For many organizations, data fragmentation and poor quality data are already challenges, preventing users from seeing the full reality behind decisions and hindering AI implementation due to untrustworthy, unexplainable outcomes that may be based on inaccuracies. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"High-quality, accurate data resolves one visibility problem. But even with good data, decisions made without context c
20an easily fail under scrutiny. Producing trustworthy decisions from data is a separate challenge, and context is what makes this possible.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"\\\"Many of our customers are experiencing data fragmentation, lack of quality, and they're struggling to make sense of it. Context glues it together, and ultimately, that context is what allows our customers to make those better decisions.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"italic\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"type\":\"hard_break\"},{\"text\":\"Jamie Hutton, Chief Technology Officer, Quantexa\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Consider a credit card fraud detection service. One user shows a sudden spike in purchases: an expensive dinner in a foreign city, a luxury-goods buying spree. These purchases are unusual for this customer, and the fraud detection alerts go off.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The data is good - these transactions took place, and are indeed unusual for this user. However, context is necessary to determine whether this alert is valid. Has this userâs mobile banking app pinged in a nearby airport? Does this user have a history of travel to this city, or at this time of year? Has this userâs credit card been used to purchase an airline ticket recently?  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"In the absence of context, even good data is impossible to interpret, and a course of action is unclear. But real-world context solves the problem; it enables the credit card companyâs system to decide on the spot whether to freeze the userâs card or continue approving transactions. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Context supports accurate risk assessments and situational understanding by connecting entities, events, history and relationships; it provides a clear picture of reality on the ground rather than an isolated snapshot. When that connective layer is present, organizations can move from data thatâs technically accurate to decisions that are auditable, transparent and defensible. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Agentic AI raises the stakes \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The concept âGarbage in; garbage outâ may elicit groans from CTOs and CDAOs who have heard it stated one too many times. But it nonetheless remains true. And as agentic AI begins to overtake more processes and workflows across every industry and organization, the risks of utilizing âgarbageâ data are ever more pronounced.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Because agentic AI systems act autonomously, replicating decisions made on data (often isolated, without shared context or control frameworks) at greater speed and scale than their predecessors, every gap in decision logic is amplified. Faulty, incomplete or siloed data, the âgarbageâ in the adage, result in models making opaque decisions that cannot be explained, defended or unwound. Agentic AI compounds an already existing accountability gap when context is absent. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"\\\"The shared context framework is going to be the key to
20success for agentic AI. Context can enable better decision-making across the board.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"italic\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Sam Abadir, Research Director Risk and FCC, IDC\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A contextual data foundation bridges the gap between isolated points of information and real-world understanding. It underpins successful AI use, enabling better, more trusted and more impactful decisions. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Explainability at the forefront \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Maintaining explainability is of paramount importance as agentic tools take over important business processes. Yet, too many AI models rely on opaque decision logic, leading to CDAOâs who may know what decision was made but not why. For data leaders held accountable for AI outcomes, thatâs an unsustainable position. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"\\\"If you can't reason with data, you're making decisions in isolation instead of having a holistic view.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"italic\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Vishal Marria, CEO and founder, Quantexa\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"When AI is grounded in contextual data, decision logic becomes transparent, auditable and defensible. Organizational leaders can trace how specific entities, events, and relationships contributed to a specific result, and the decision path is clear and trustworthy. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Concerns about explainability inhibit some organizational leaders from implementing AI. In a 2024 McKinsey survey, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"40% of business leaders cited explainability as a key risk in adopting AI\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.mckinsey.com/capabilities/quantumblack/our-insights/building-ai-trust-the-key-role-of-explainability\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1155CC\"}},{\"type\":\"underline\"}]},{\"text\":\". This makes sense; leaders are understandably wary of rolling out and scaling systems that may make decisions more opaque or harder to account for. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Context is the answer\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"/blog/every-technology-revolution-has-a-hidden-foundation-this-one-is-built-on-context\",\"uuid\":\"4f49c3da-b479-48cd-bde7-374ab1332269\",\"anchor\":null,\"target\":\"_self\",\"linktype\":\"story\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\". The capacity to concretely show how specific inputs led to specific outputs at every stage of the decision cycle requires a contextual, real-world view of the baseline data. Trust in AI grows when people can understand every step of the decision-making path, and context is what makes explainability possible. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"A look ahead \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"For decisions to be grounded, defensible and trusted, even the best data and the most sophisticated agentic AI arenât enough. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Context delivers the missing piece of the puzzle\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"/blog/why-ai-agents-need-a-context-layer-and-what-belongs-inside-it\",\"uuid\":\"e5bcf585-50d3-4d43-af78-3828a5c04ea2\",\"anchor\":null,\"target\":\"_self\",\"linktype\":\"story\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\", bringing disparate data sources together into a real-world picture that AI models can use to produce accurate, explainable and strategically sound outputs.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The next challenge is operationalizing AI ââat an enterprise scale, where decision intelligence runs consistently across workflows and jurisdictions. Thatâs the objective weâll be exploring in the next article in this series. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Watch QuanCon On Demand\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quancon.com\",\"uuid\":null,\"anchor\":null,\"target\":\"_self\",\"linktype\":\"url\"}}]},{\"text\":\" \",\"type\":\"text\"},{\"text\":\"to explore how context-driven decision-making is reshaping AI strategy for data leaders. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"sidebar\":[],\"metatags\":{\"_uid\":\"b0805701-5364-41ee-ac24-4b1278890ad2\",\"title\":\"\",\"plugin\":\"seo_metatags\",\"og_image\":\"\",\"og_title\":\"\",\"description\":\"\",\"twitter_image\":\"\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"subtitle\":\"Even with accurate data, decisions fail under scrutiny when leaders don't deploy explainable AI. 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For years, banks have invested in cloud platforms, lakehouses, warehouses, APIs, catalogs, and governance to make enterprise information more accessible. Those investments are the scalable foundation that modern analytics and AI depend on, but are they enough? \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"An agent reviewing a customer, supplier, transaction or company needs to understand more than the records it has access to. It needs to know who or what those records represent, how that entity connects to the world around it, what those relationships mean, and which of them matter to the decision at hand. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Relationship managers, analysts, and investigators build this understanding naturally. They combine identity, relationships, business knowledge, policy, and experience into a mental model of the situation in front of them. For agents, that understanding must be made explicit, trusted, and available at scale. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"This is whatâs driving the emergence of the \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"context layer\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/what-is-a-context-layer-and-why-does-it-matter-for-enterprise-data/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]},{\"text\":\": a combination of technologies and capabilities that turns enterprise data into information that both humans and machines can understand and act on.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Five things people mean by âcontextâ\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Context has become one of the most widely used terms in enterprise AI, often representing four distinct meanings depending on the conversation. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"ordered_list\",\"attrs\":{\"order\":1},\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Prompt context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" is the instructions and examples given to a model. Useful, but small.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Window context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" is the amount of text the model can hold in working memory at once, which lets it carry on a conversation. Useful, but mechanical.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Record context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" is the information a business application stores for a record, which an AI can fetch when needed. Useful, and often thin at exactly the moment a decision gets complex. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Semantic context \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"is meaning-based similarity across data. Useful for finding related content, but not for establishing real-world identity or relationships.\",\"type\":\"text\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Real-World Context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" is an accurate, connected understanding of who and what enterprise data represents, how those entities relate, and what those relationships mean for a decision.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"blok\",\"attrs\":{\"id\":\"f80170a1-c242-47ff-9c01-ee2ca0b26512\",\"body\":[{\"_uid\":\"i-9d0b7bcb-a815-4170-806d-b4c472dd492a\",\"copy\":\"\",\"image\":{\"id\":2
2018117047150018,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a-us.storyblok.com/f/1012896/600x805/c47ae6e212/real-world-context-conversions_real-world-context-tri-smaller-600.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{\"size\":\"600x805\"},\"is_external_url\":false},\"title\":\"\",\"component\":\"page_image\",\"title_size\":\"\",\"drop_shadow\":false,\"float_image\":\"\",\"aspect_ratio\":\"\",\"green_shadow\":false,\"natural_size\":true,\"border_radius\":\"24px\",\"animation_name\":\"\",\"image_max_width\":\"\",\"padding_vertical\":\"0\",\"animation_distance\":\"\",\"padding_horizontal\":\"0\",\"expand_image_option\":true,\"horizontal_alignment\":\"\"}]}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Fig 1:The who, how, and why of Real-World Context \",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"},{\"type\":\"superscript\"}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Three questions the context layer needs to answer\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Most conversations about the context layer converge on two capabilities: ontologies and semantic layers. Both are necessary, but neither, on its own, is enough. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"}},{\"type\":\"blok\",\"attrs\":{\"id\":\"2289da6d-6ffa-4121-98dd-cfb0a6b324ee\",\"body\":[{\"_uid\":\"i-88b62e29-d864-4eaa-9735-3a8328408fe3\",\"copy\":\"\",\"image\":{\"id\":218119633733060,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a-us.storyblok.com/f/1012896/6597x3717/d40413aca7/contextlayer_answers.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{\"size\":\"6597x3717\"},\"is_external_url\":false},\"title\":\"\",\"component\":\"page_image\",\"title_size\":\"\",\"drop_shadow\":false,\"float_image\":\"\",\"aspect_ratio\":\"\",\"green_shadow\":false,\"natural_size\":false,\"border_radius\":\"24px\",\"animation_name\":\"\",\"image_max_width\":\"\",\"padding_vertical\":\"0\",\"animation_distance\":\"\",\"padding_horizontal\":\"0\",\"expand_image_option\":true,\"horizontal_alignment\":\"\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Fig 2. Ontologies, semantics, and Real-World Context \",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"},{\"type\":\"superscript\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"There are three questions that the context layer needs to answer:\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"ordered_list\",\"attrs\":{\"order\":1},\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"What do our business concepts represent?\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"type\":\"hard_break\"},{\"text\":\"An ontology provides the shared vocabulary: Party, Person, Customer, Organization, Company, Counterparty, and a Beneficial Owner defined as holding more than 25% of a Company. But what it cannot do is tell you which records are the same real person, or who owns what.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"}}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"What does the data mean in business terms? \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"type\":\"hard_break\"},{\"text\":\"A semantic layer establishes that âcustomer risk ratingâ maps to crm.customer.risk_t
20ier and kyc.review.rating, or that âactive customerâ means core.accounts.status = 'OPEN'. But consistent language over fragmented data does not remove fragmentation. If the same person exists as three different records, the semantic layer can describe those records consistently while they still appear to be three different customers. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"}}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Who or what does the data represent, how is it connected, and why does that matter? \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"type\":\"hard_break\"},{\"text\":\"This is where \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Entity Resolution\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/platform/entity-resolution-software/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]},{\"text\":\" and \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Knowledge Graphs\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/what-is-a-knowledge-graph/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]},{\"text\":\" come in. The three certainly build on each other. The ontology gives you the vocabulary, and the semantic layer gives you the translation, but \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Real-World Context \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"gives you the accurate representation of the entities and relationships behind the data.\",\"type\":\"text\"}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Real-World Context in action: The same question, the same data, with different outcomes\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Imagine an agent is asked to assess a customer called Tom Smith. With an ontology and an understanding of the semantics, the agent is, on paper, well-equipped to answer. It knows what a customer is, what a customer tier means, and where the data is stored.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The CRM knows him only as âThomas Smithâ, so nothing comes back and his gold tier stays invisible.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The online banking system returns the one genuine match: a single current account with no tier and no relationships attached.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Private banking records have him as âTom Smyth.â \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"}}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The corporate registry lists âThomas James Smith,â so his Tier status and his directorship never surface either.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"}},{\"type\":\"blok\",\"attrs\":{\"id\":\"40b165e0-f790-425f-9be2-177fd0fa56d6\",\"body\":[{\"_uid\":\"i-9d6e86d7-1522-43d1-827f-581609b02b0f\",\"copy\":\"\",\"image\":{\"id\":2
2018119985599941,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a-us.storyblok.com/f/1012896/4913x3717/c0cccbadd8/workedexample.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{\"size\":\"4913x3717\"},\"is_external_url\":false},\"title\":\"\",\"component\":\"page_image\",\"title_size\":\"\",\"drop_shadow\":false,\"float_image\":\"\",\"aspect_ratio\":\"\",\"green_shadow\":false,\"natural_size\":false,\"border_radius\":\"24px\",\"animation_name\":\"\",\"image_max_width\":\"\",\"padding_vertical\":\"0\",\"animation_distance\":\"\",\"padding_horizontal\":\"0\",\"expand_image_option\":true,\"horizontal_alignment\":\"\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Fig 3. Before and after Real-World Context \",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"},{\"type\":\"superscript\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Without an understanding that these records represent the same person, the agent only sees a fraction of the big picture, and concludes that:  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"âTom Smith holds a single current account with a moderate balance. I was unable to determine a tier or identify any relationships. Iâd suggest reviewing the file manually.â\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Nothing has failed technically here. The model understood the question. The agent knew what to look for and where. However, the same person exists under four different names, and no ontology or mapping can resolve that. The problem was the representation of reality that the agent had. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Now, if we run the same question against the same underlying data, after Entity Resolution and a Knowledge Graph have established the \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Real-World Context\",\"type\":\"text\"},{\"text\":\", the answer is far more useful:  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"âTom is a Gold / Tier 1 customer with 4 accounts and a 37-connection network. Recommend Premier Wealth Management, a business banking review for ABC Ltd, and to leverage Sarah Williams as a household prospect. A second-degree risk was also noted for compliance.â \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"At enterprise scale, this fragmentation stops being a data-quality problem and becomes a business problem. In \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Financial Crime\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/solutions/financial-crime/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]},{\"text\":\", missed connections can mean undetected risk, regulatory exposure and costly fines; in \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Customer Intelligence\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/solutions/customer-intelligence/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]}
20,{\"text\":\", the same gaps can hide valuable households, corporate relationships, and cross-sell opportunities worth millions.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"The emerging AI-ready stack \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"At the foundation sit the systems of record and data platforms that store, manage and govern enterprise information. Above them, the context layer adds the business meaning, identity, relationships, derived intelligence, and operating knowledge required to make that information usable in decisions. At the top sit the applications, analytics, people and increasingly agents that consume that context and turn it into action. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"At Quantexa, we contribute a specific and critical capability to this architecture by turning fragmented enterprise data into a trusted representation of the real world behind it.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"}},{\"type\":\"blok\",\"attrs\":{\"id\":\"40b165e0-f790-425f-9be2-177fd0fa56d6\",\"body\":[{\"_uid\":\"i-288d4362-1172-456a-aafa-8a7559432e29\",\"copy\":\"\",\"image\":{\"id\":218120262018502,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a-us.storyblok.com/f/1012896/5280x3717/9ba747448d/emergingai_readystack.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{\"size\":\"5280x3717\"},\"is_external_url\":false},\"title\":\"\",\"component\":\"page_image\",\"title_size\":\"\",\"drop_shadow\":false,\"float_image\":\"\",\"aspect_ratio\":\"\",\"green_shadow\":false,\"natural_size\":false,\"border_radius\":\"24px\",\"animation_name\":\"\",\"image_max_width\":\"\",\"padding_vertical\":\"0\",\"animation_distance\":\"\",\"padding_horizontal\":\"0\",\"expand_image_option\":true,\"horizontal_alignment\":\"\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Fig 4. Building blocks of an AI-ready stack\",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"},{\"type\":\"superscript\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The raw material already exists across enterprise data platforms such as Databricks and Snowflake, CRM and core banking systems, unstructured sources such as email and documents and external sources including corporate registries, credit bureaus and market data. Increasingly, access is not the primary constraint. The challenge is turning that data into the context required for decisions, a gap that becomes more important as agentic AI proliferates. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"How we help\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"We bridge that gap by resolving fragmented records into trusted entities and connecting them through Knowledge Graphs, creating Real-World Context.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Building connected context\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Entity Resolution evaluates evidence across sources, including names, addresses, identifiers, dates and transactional behavior, to establish which records represent the same person, company or asset. Knowledge Graphs then connect those resolved entities through ownership, directorships, households, transactions, and corporate hierarchies.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The result is a set of contextual data products: reusable, governed views of individual and business customers, households and complete legal entity hierarchies, unified across multiple data sources.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#242424\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Adding context that does not exist in a source system \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Once data is connected, analytics can generate entirely new information. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Graph Analytics\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/platform/graph-analytics/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]},{\"text\":\" and graph ML surface communities of related entities, indirect paths, shared infrastru
20cture, concentration and network-level risk. Scoring and analytics turn those patterns into signals. Each result is written back into the layer as new information or insight. This context is additive; the CRM, payment system and corporate registry each hold part of the picture, but the new insight emerges only from connecting them. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Learning from decisions \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Context also grows through use. Workflows, cases and investigations generate outcomes, and every decision, together with the evidence it was based on, becomes supplementary context for the next one. Alongside the policies and procedures that govern those decisions, this gives an agent the operational memory a seasoned colleague carries. The result is a richer representation of the customer, company or situation being considered. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Serving context to every consumer \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Different consumers need context in different ways. Data and analytics teams may consume contextual data products in bulk through warehouses, models and analytics environments, avoiding the need to rebuild entity and relationship logic on a project-by-project basis. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Agents need context dynamically. Through \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Agent Gateway\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/platform/agent-gateway/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}},{\"type\":\"bold\"}]},{\"text\":\", agents can retrieve a resolved entity, explore the relevant part of a graph and consume scoring signals or other contextual information during a task, using governed interfaces built around open standards, including MCP. Frontline users may consume the same underlying context directly through applications and interfaces, with access to the graph, relationships and evidence behind the conclusions being presented.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The important point is not the delivery mechanism. It is that the agent, application and frontline employee can all work from the same governed representation of the same real-world customer or entity.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"The impact of a context layer\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The value of the context layer is realized at the point of decision, improving trust, consistency, efficiency, provenance and reuse, through: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Better decisions and trusted actions \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The right data and context arrive together at the moment of decision. An agent recommending a product, assessing an exposure or escalating an alert can act on the resolved entity, the network around it, relevant signals, and the policy governing the decision. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Greater consistency in responses and actions\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Governed contextual data products give agents a stable, versioned factual foundation. The same request can return the same entity, relationships and signals each time, improving control over what the agent knows and consistency across executions. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"More efficient agents \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Without a contextual foundation to call on, agents spend time and tokens querying systems, reconciling records and reconstructing the customer. With contextual data products available through Agent Gateway, they can retrieve the resolved view directly. Fewer calls and more intelligent routing lower token consumption, cost, and latency while keeping more of the context window available for reasoning. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Provenance and explainability \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Every action can be traced back to the entity, relationships, signals, policies and source evidence that informed it. That provenance is increasingly important as agents move closer to consequential decisions in regulated environments. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"One contextual foundation, many use cases \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The same contextual data products can support customer intelligence, onboarding, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"KYC\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/solutions/kyc/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]},{\"text\":\", credit risk, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"fraud\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/solutions/fraud/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#156082\"}}]},{\"text\":\", compliance and growth. Each new use case starts from existing context, reducing duplicate engineering and accelerating delivery. Context built once pays out repeatedly across the enterprise.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":4,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Transformational outcomes \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Taken together, this improves the quality and economics of decision-making. Weâre already seeing the impact across several of our deployments: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Relationship managers engaging prospects 90% faster \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"KYC costs reducing by 60% \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Customers surfacing credit risks 9â12 months sooner \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Investigations actioned and concluded 80% faster \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"A marked improvement in the quality of agent responses by up to 40% \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Decisions improve because the evidence behind them improves, and the actions that follow can be trusted because every agent acted on the same governed picture.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The value of the context layer is realized at the point of decision, improving trust, consistency, efficiency, provenance and reuse\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#3A1961\"}}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Why this matters more as models get better \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0F4761\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Data platforms, catalogs, semantic layers, ontologies, Knowledge Graphs, analytics, and AI platforms will all c
20ontribute different forms of context.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The strategic question for enterprises is how effectively they can expose what is unique and proprietary about their organization: their customers, companies, assets, relationships, behaviors, policies, institutional knowledge and previous decisions. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"This becomes even more important as powerful models become widely accessible. Banks will increasingly have access to many of the same foundation models, cloud infrastructure and agent frameworks. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Those technologies alone will not create defensible differentiation. What will differentiate one organizationâs AI from anotherâs is how well it understands the real world surrounding that organization: its customers, companies, assets, relationships and behaviors. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Our role in the context layer focuses on a critical part of that challenge: giving the enterprise an accurate, connected and reusable understanding of the real-world entities and relationships hidden within fragmented data. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"As models become more capable and widely available, the quality of the context they can call on becomes an increasingly important determinant of the decisions they can make.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"sidebar\":[],\"metatags\":{\"_uid\":\"a50c9ec7-41fd-4a26-ac38-dd0926b118d9\",\"title\":\"\",\"plugin\":\"seo_metatags\",\"og_image\":\"\",\"og_title\":\"\",\"description\":\"\",\"twitter_image\":\"\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"subtitle\":\"Discover why Real-World Context helps a bank's AI systems use data to enhance decision-making.\",\"component\":\"article\",\"solutions\":[\"0625ea19-cab1-41bf-a883-718a240cd3a6\"],\"collection\":[],\"industries\":[\"43cdd60a-3768-4c97-9b0d-5974d22428cd\"],\"translated\":false,\"updated_at\":\"\",\"related_card\":\"b31767e7-def2-437e-9d23-770d787520c5\",\"related_content\":[{\"cta\":[],\"_uid\":\"1e022e9c-c380-4d16-b41e-6f3663a92675\",\"title\":\"\",\"topic\":{\"name\":\"Context\",\"created_at\":\"2026-09-02T01:52:39.166Z\",\"published_at\":\"2026-09-02T01:53:53.390Z\",\"updated_at\":\"2026-09-02T01:53:53.398Z\",\"id\":2
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Read more insights on AI ethics and governance.\",\"advanced:robots\":\"\",\"advanced:charset\":\"\",\"advanced:refresh\":\"\",\"advanced:viewport\":\"\",\"advanced:alternate\":\"\",\"advanced:canonical\":\"\",\"twitter:description\":\"Understand AI bias pitfalls and accountability in your data. Learn essential strategies for ethical AI operations and governance.\",\"advanced:content-type\":\"\"},\"assign\":\"\",\"author\":{\"name\":\"Steve Wilcockson\",\"created_at\":\"2024-06-04T14:52:24.850Z\",\"published_at\":\"2024-06-04T15:46:59.200Z\",\"updated_at\":\"2024-06-04T15:46:59.216Z\",\"id\":7264994,\"uuid\":\"c05afe5a-3e13-47ef-8b85-477e0e9a1dea\",\"content\":{\"_uid\":\"b5114127-169a-472e-b27f-60dd1cc4a294\",\"email\":\"[email protected]\",\"thumb\":\"//a-u
20s.storyblok.com/f/1012896/1198x1005/0ef4b37385/steve-wilcockson.png\",\"title\":\"Steve Wilcockson\",\"markup\":\"\",\"content\":{\"type\":\"doc\",\"content\":[{\"type\":\"paragraph\",\"content\":[{\"text\":\"S\",\"type\":\"text\"},{\"text\":\"teve focuses on model-led and data-driven technologies, particularly quantitative research to production workflows in financial services front and middle offices. At Quantexa, Steve advocates analytics, AI, and data management capabilities for the Quantexa Platform. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"content\":[{\"text\":\"Prior to Quantexa, he worked for time-series and vector database provider, KX, Java OpenJDK support organization Azul Systems, satellite data specialist Geospatial Insight, and MATLAB developer, MathWorks\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\".\",\"type\":\"text\"}]}]},\"linkedin\":\"https://www.linkedin.com/in/steve-wilcockson-94ab451/\",\"metatags\":{\"_uid\":\"022a338d-9f60-4a8a-959f-79d7b027a26b\",\"title\":\"Steve Wilcockson | Quantexa\",\"plugin\":\"seo_metatags\",\"og_image\":\"\",\"og_title\":\"\",\"description\":\"Steve focuses on model-led and data-driven technologies, particularly quantitative research to production workflows in financial services front and middle offices. 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Learn how knowledge graphs help make AI decisions defensible. \",\"content\":{\"type\":\"doc\",\"attrs\":{\"backgroundColor\":null},\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"blok\",\"attrs\":{\"id\":\"2201ef44-337a-4320-b787-4ec23dcb4240\",\"body\":[{\"_uid\":\"i-3d2b6798-865e-4be2-9973-11465eff353c\",\"items\":[{\"_uid\":\"68a31ad6-f974-405d-a7bb-71f1a8da1e7f\",\"copy\":\"Bias becomes a legal risk the moment AI acts on it. AI scales whatever bias already exists in an organization's data, and courts and regulators are increasingly treating that scaling as a liability.\",\"component\":\"single_data_text\"},{\"_uid\":\"6e377ef8-f851-4fe0-b1f6-31c9e9aee17a\",\"copy\":\"A traceable context layer makes AI decisions defensible. Knowledge graphs, built on accurate entity resolution, connect the relationships and history behind a decision, turning a bare model output into something an organization can explain and stand behind.\",\"component\":\"single_data_text\"},{\"_uid\":\"4de28302-cf38-499f-aa9c-2755759b0683\",\"copy\":\"Aggregate fairness scores can't defend a single decision. Fairness and disparate-impact metrics describe how a model behaves across a population. Audits need to test the individual decision itself, since a strong aggregate score doesn't explain why any one outcome happened.\",\"component\":\"single_data_text\"}],\"title\":\"Key takeaways\",\"component\":\"blog_takeaways\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"A job applicant applied to more than 100 roles through the same recruiting platform and was rejected from every one, many within the hour. The applicant's case anchors \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"a federal case\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.forbes.com/sites/sheilacallaham/2026/05/29/a-federal-judge-a-1967-law-and-a-billion-rejected-job-applications/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" in California's Northern District, arguing that AI-based hiring systems unlawfully screened out qualified applicants in violation of the Age Discrimination in Employment Act (ADEA). The court rejected the vendor's core defense that the ADEA doesn't apply to autonomous software.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"How AI bias became an operational risk\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Most AI conversations over the past five years have focused on what a model would say, how accurate it was, and whether it hallucinated. LLM-based technology now drives a growing population of AI agents, which make API calls, modify records, trigger payments, and escalate cases, sometimes to a person and sometimes to another agent. None of those actions get reviewed before they take effect.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"This isn't new. In 2023, another company's recruiting software drew a \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"similar complaint\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.eeoc.gov/newsroom/itutorgroup-pay-365000-settle-eeoc-discriminatory-hiring-suit\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}
20,{\"text\":\". A job applicant tested the software by submitting two nearly identical applications, differing only in one field, their date of birth. The version listing an older birth date was auto-rejected within seconds. The version listing a younger birth date got an interview. According to the U.S. Equal Employment Opportunity Commission (EEOC), the software had been set to automatically reject female applicants 55 and older and male applicants 60 and older, screening out more than 200 people. The company settled the EEOC's claim for $365,000 without admitting wrongdoing, in what's widely reported as the EEOC's first AI-related discrimination settlement.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"That case makes two things concrete that used to feel theoretical. The first is bias, which AI doesn't create but rather industrializes the patterns, judgments, and assumptions embedded in the data and decisions that inform it. The second is accountability. Who answers for the outcome when a system acts on the organization's behalf, and no one signed off on the action before it happened?\",\"type\":\"text\"}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"\\\"Technically, AI is not inventing bias. It's scaling and industrializing it.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"type\":\"hard_break\"},{\"type\":\"hard_break\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Sri Krishnamurthy, Quant University\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"AI models train on such large volumes of data that removing every trace of bias is close to impossible. Anyone using AI needs to assume bias is present and manage it for their specific use case, rather than expect it to be handled for them. There's a general assumption that model providers have already addressed bias at the source. They haven't.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"In our \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"webinar on AI ethics and bias\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/ai-ethics-bias-webinar-2026/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\", one of our speakers summed up this shift as garbage in, disaster out. In other words, the input problem no longer stays contained inside the model but instead travels downstream to the action.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Why fairness metrics don't make AI explainable\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"A fairness score and a disparate-impact score both describe patterns across a dataset, not why an applicant was rejected.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Picture that 2023 case again, but with a different defense. Imagine the company had argued that its fairness metrics showed acceptable outcomes across the applicant pool. That still wouldn't explain why one person changed only their date of birth and received a different outcome. Fairness metrics describe how a system behaves in aggregate; they don't explain why a specific decision was made.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"With that in mind, a model can appear fair at the population level while still producing outcomes that need to be justified one decision at a time. Audits, therefore, need to target the decision that was made, since the model on its own might not carry the explanation for it. In practice, that means checking the input distribution the decision drew on, which features drove the outcome, how the outcome would have changed under a counterfactual input, how the system holds up under stress and scenario testing, and what's happening in production right now, all at the point of decision rather than the point of training.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The more decisions an organization automates, the more of them it must be able to defend on demand, whether to satisfy compliance, win board approval, or account for the growth and risk those decisions carry.\",\"type\":\"text\"},{\"text\":\" AI governance, both within organizations and through regulation, is adjusting to that reality. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"While some rules are tightening and some regulators have softened their stance in the past year, few of these frameworks, old or new, were built to assess decisions made this fast, or defended this quickly when challenged.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"How knowledge graphs help make an AI decision auditable\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Auditing a decision without the relationships, history, and constraints it was made against is hard. A model output without context is just a number, and a number is harder to defend than an answer grounded in why it was produced.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Knowledge graphs resolve scattered relationships, informing a context layer that's navigable and traceable underneath the AI, rather than something an analyst needs to reconstruct after the fact. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Our ebook, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"How to Build Trustworthy Intelligence in a Connected World\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"/resources/ebook-how-to-build-trustworthy-intelligence-in-a-connected-world\",\"uuid\":\"78068eaf-ce96-404a-8ddc-2929f4faa42a\",\"anchor\":null,\"target\":\"_self\",\"linktype\":\"story\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\", illustrates this. Ask a retrieval-augmented large language model (LLM) who the ultimate beneficial owner of a company is, and it goes hunting through documents to find an answer. Ask the same question of a knowledge graph, and it follows the ownership connections directly, leaving a path you can walk back through. But a knowledge graph is only plausibly correct by using entity resolution first. If the same customer, prospect, business or identifier shows up as three different records, the graph fragments, and the audit built on top of it fails with it.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What it takes to make an AI action defensible\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Organizations need actions they can stand behind in public, tested at the same level of scrutiny as the model itself. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Your AI could already be industrializing the bias sitting in y
20our data. What determines whether your organization can stand behind its AI is what happens the moment that bias becomes an action.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Our ebook walks you through five layers in which trust must live for an AI-driven action to hold up, shows where most organizations are already exposed, and how to fix.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Read the ebook to learn more: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\"How to Build Trustworthy Intelligence in a Connected World\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"/resources/ebook-how-to-build-trustworthy-intelligence-in-a-connected-world\",\"uuid\":\"78068eaf-ce96-404a-8ddc-2929f4faa42a\",\"anchor\":null,\"target\":\"_self\",\"linktype\":\"story\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"},{\"type\":\"italic\"}]}]}]},\"sidebar\":[],\"metatags\":{\"_uid\":\"29574f09-b602-4d92-88b0-6e96d88d182d\",\"title\":\"\",\"plugin\":\"seo_metatags\",\"og_image\":\"\",\"og_title\":\"\",\"description\":\"\",\"twitter_image\":\"\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"subtitle\":\"Your data is almost certainly biased. What matters is how your AI acts on it.\",\"component\":\"article\",\"solutions\":[],\"collection\":[\"aa43f9a8-ebfe-427a-8def-631b479fe1a3\"],\"industries\":[],\"translated\":false,\"updated_at\":\"2026-09-04 00:00\",\"related_card\":\"78068eaf-ce96-404a-8ddc-2929f4faa42a\",\"related_content\":[{\"cta\":[],\"_uid\":\"91429f67-c165-411f-9347-04a1553de526\",\"title\":\"\",\"topic\":{\"name\":\"Artificial Intelligence\",\"created_at\":\"2023-04-24T10:10:00.563Z\",\"published_at\":\"2024-09-11T16:31:56.105Z\",\"updated_at\":\"2024-09-11T16:31:56.124Z\",\"id\":86897,\"uuid\":\"cf38e0dc-3e70-4ec1-a73e-c82a92f92d3c\",\"content\":{\"_uid\":\"62a95562-017f-4177-beee-3eb26bdbcd44\",\"label\":\"Artificial Intelligence\",\"component\":\"category\"},\"slug\":\"ai\",\"full_slug\":\"topic/innovation/ai\",\"sort_by_date\":null,\"position\":60,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":86895,\"meta_data\":null,\"group_id\":\"6333c1b6-fbd0-484f-abd4-d75f9533027d\",\"first_published_at\":\"2023-04-24T10:10:07.092Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},\"subtitle\":\"Keep reading\",\"component\":\"related_blog_by_topic\",\"description\":\"\",\"head_alignment\":\"center\"}],\"related_card_cta\":\"\",\"table_of_content\":[],\"enable_auto_table_of_content\":false,\"slug\":\"how-to-prevent-ai-from-scaling-the-bias-already-in-your-data\"},\"slug\":\"how-to-prevent-ai-from-scaling-the-bias-already-in-your-data\",\"full_slug\":\"blog/how-to-prevent-ai-from-scaling-the-bias-already-in-your-data\",\"sort_by_date\":null,\"position\":-5270,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":83805,\"meta_data\":null,\"group_id\":\"bc8fdf66-413f-457e-905a-11fe7eb733b3\",\"first_published_at\":\"2026-09-04T16:13:28.182Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null},{\"name\":\"Why AI Agents Need a Context Layer and What Belongs Inside It\",\"created_at\":\"2026-09-02T02:41:28.130Z\",\"published_at\":\"2026-09-03T03:47:45.715Z\",\"updated_at\":\"2026-09-03T03:47:45.736Z\",\"id\":215561372230888,\"uuid\":\"e5bcf585-50d3-4d43-af78-3828a5c04ea2\",\"content\":{\"_uid\":\"fdfe0ae4-c272-4b18-b1e1-3486d5b4350e\",\"image\":{\"id\":215925470621477,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a-us.storyblok.com/f/1012896/1920x1080/9eb9148ace/why-ai-agents-need-a-context-layer.jpg\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{\"size\":\"1920x1080\"},\"is_external_url\":false}
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20,\"linkedin\":\"https://www.linkedin.com/in/dan-higgins-72b848133/\",\"metatags\":{\"_uid\":\"85580930-d66a-4806-9a83-ae40b012c199\",\"title\":\"Dan Higgins - Quantexa\",\"plugin\":\"seo_metatags\",\"og_image\":\"https://a-us.storyblok.com/f/1012896/640x360/85869a577f/contextualfabric_thumb.png\",\"og_title\":\"\",\"description\":\"As Chief Product Officer at Quantexa, Dan is responsible for aligning product strategy and roadmaps, helping clients uncover hidden risks and identify new, unexpected opportunities using context in data and analytics across the customer and employee life cycle.\",\"twitter_image\":\"https://a-us.storyblok.com/f/1012896/640x360/85869a577f/contextualfabric_thumb.png\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"component\":\"author\",\"job_title\":\"Chief Product Officer, Quantexa\",\"focus_topics\":[\"16de5108-ecb4-4fa3-bafe-f870bd67f004\",\"f3c0733c-317a-4850-b28f-c1d3c40c5649\"]},\"slug\":\"dan-higgins\",\"full_slug\":\"authors/dan-higgins\",\"sort_by_date\":null,\"position\":-190,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":127543,\"meta_data\":null,\"group_id\":\"8e0a728b-3509-4648-bd68-cf2e83f24b2d\",\"first_published_at\":\"2025-09-09T04:58:59.203Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},\"region\":\"\",\"teaser\":\"Gartner® identifies the absence of a dedicated context layer as a major contributor to the value gap between AI investments and outcomes. Find out what they are and why real-world context is necessary to drive reliable and trusted decisions from AI agents.\",\"content\":{\"type\":\"doc\",\"attrs\":{\"backgroundColor\":null},\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"While nine out of ten organizations say they already use AI regularly, most are still experimenting or piloting, and nearly two-thirds have not begun scaling AI across the enterprise, according to \",\"type\":\"text\"},{\"text\":\"McKinsey\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}}]},{\"text\":\". Ambition is running well ahead of that. In the Gartner \",\"type\":\"text\"},{\"text\":\"2026 CIO and Technology Executive Survey\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.gartner.com/en/documents/6987166\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}}]},{\"text\":\", â42% of respondents reported their enterprise would deploy AI agents by the end of 2026,â which, from our perspective, means agents will be deployed in workflows where the output carries real consequences. What weâve seen so far is that many enterprises are yet to see tangible value from their AI investments.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"In the latest Gartner report, \",\"type\":\"text\"},{\"text\":\"The 3 Core Components of the Context Layer for AI Agents\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/2026-gartner-3-core-components-of-the-context-layer/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"italic\"}]},{\"text\":\", Gartner identifies the absence of a dedicated context layer as a major contributor to the value gap, since organizations that adopt AI without strong data and governance foundations get unpredictable results from their agents regardless of how capable the underlying model is.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"That matches what we see. The push to scale AI, for efficiency and for growth, brought the absence of context to the surface as the missing piece for trustworthy AI-enabled decisions. Whether a person or an AI-enabled system reaches the decision, \",\"type\":\"text\"},{\"text\":\"context defines its quality\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/the-crucial-role-of-context/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}}]},{\"text\":\". Connecting data and surfacing the hidden relationships inside it is what we have spent the last decade helping organizations do.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What is a context layer?\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Gartner defines it:\",\"type\":\"text\"}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The context layer acts as a dedicated architectural component that curates, integrates, and delivers the information required by AI agents. It provides dynamic and persistent background knowledge that enables AI agents to interpret inputs, make informed decisions, and act in alignment with business objectives.\",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"A \",\"type\":\"text\"},{\"text\":\"context layer\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/what-is-a-context-layer-and-why-does-it-matter-for-enterprise-data/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}}]},{\"text\":\" canât be bought in its entirety; the layer must be engineered from services, capabilities, and custom modeling that turn an organizationâs tacit knowledge into machine-readable form. And the responsibility sits with the architecture and data teams, which is a reframe for anyone assuming the AI team handles it alongside model selection.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Gartner sets out three components that a robust context layer needs to bring together:\",\"type\":\"text\"}]},{\"type\":\"ordered_list\",\"attrs\":{\"order\":1},\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Semantics. \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"Agents interpret and organize information by meaning and relationship. Ontologies and knowledge graphs connect data, metrics, rules, ownership, and policies so an agent can reason the way a domain expert would. Organizations that implement semantic modeling, such as taxonomies and ontologies, are up to 2.2 times more likely to achieve high effectiveness in data engineering practices supporting AI use cases compared to those that do not, yet only 44% have implemented these.\",\"type\":\"text\"},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Operational state. \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"Agents need right-time access to the current status of business entities, processes, and conditions, so they are not working from stale information. Only 30% of data and analytics solutions currently leverage real-time data streaming and event-driven analytics, although real-time analytics can drive up to 35% higher business value. Gartner recommends event-driven platforms and protocols such as the Model Context Protocol (MCP) to reduce retrieval latency.\",\"type\":\"text\"},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Provenance. \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"Provenance tracks data lineage, decisions, actions, outcomes, and feedback across the agent lifecycle, which supports auditability and regulatory compliance. 74% of organizations recognize that data governance tools help operationalize AI governance, underscoring the need for mechanisms to manage and trace AI actions.\",\"type\":\"text\"}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null}
20,\"content\":[{\"type\":\"image\",\"attrs\":{\"id\":215562662898508,\"alt\":\"\",\"src\":\"https://a-us.storyblok.com/f/1012896/1800x1061/37e8232728/figure_1_the_3_components_of_the_context_layer.png\",\"title\":\"\",\"source\":\"\",\"copyright\":\"\",\"meta_data\":{\"size\":\"1800x1061\"}}},{\"text\":\"Real-world context is what makes your data decision-ready\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Our view, from a decade of building \",\"type\":\"text\"},{\"text\":\"trusted contextual data foundations\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/why-you-need-a-trusted-contextual-data-foundation/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}}]},{\"text\":\" with customers, is that AI agents, especially those in multi-agent ecosystems, need \",\"type\":\"text\"},{\"text\":\"real-world context\",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\" to understand and connect what matters to drive better decisions: Who is involved, how are they connected, what is known, and why does it matter?\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Real-world context\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/every-technology-revolution-has-a-hidden-foundation-this-one-is-built-on-context/#s-before-context-was-a-buzzword\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}}]},{\"text\":\" provides an understanding of who someone really is once their records and relationships are connected across the enterprise, and what those connections imply for the decision at hand. In our opinion, it improves each of the three components set out by Gartner.\",\"type\":\"text\"}]},{\"type\":\"ordered_list\",\"attrs\":{\"order\":1},\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Semantics. \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"Semantics tells a system what its fields and relationships mean, that a person can own a company, that a company can hold an account. Real-world context tells it which specific person, which specific company, and which of those relationships exist in this case.\",\"type\":\"text\"},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Operational state. \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"Real-time data starts paying off once it is attached to a resolved, trusted view of the entities involved, because streaming live data over fragmented identities moves noise around faster. Resolve identity first, and the speed of the flow above it matters.\",\"type\":\"text\"},{\"type\":\"hard_break\"}]}]},{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Provenance. \",\"type\":\"text\",\"marks\":[{\"type\":\"bold\"}]},{\"text\":\"Governance handled as a compliance wrapper at the end slows everything down, and governance engineered into how context is created and used becomes the reason teams move faster. Traceability from data point to outcome is what makes an AI-assisted action defensible to a regulator or an auditor.\",\"type\":\"text\"}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Building a context layer in practice\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Gartner advises against attempting a comprehensive context layer in a single project and recommends starting with high-value use cases, proving the outcomes and then expanding. It projects that by 2027, organizations prioritizing semantics in AI-ready data will increase agentic AI accuracy by up to 80% and reduce costs by up to 60%.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"We agree that no single vendor provides a context layer, and any company that tells you otherwise is oversimplifying. It is a collection of systems and capabilities working together, entity resolution, semantics, ontologies, and \",\"type\":\"text\"},{\"text\":\"knowledge graphs\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/how-knowledge-graphs-give-generative-ai-better-context/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}}]},{\"text\":\", some bought and some built, spanning the enterprise stack.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Our own part in that is specific. Decisions are still made on fragmented and ambiguous information when there is no trusted understanding of the real-world people, organizations, and relationships inside the data. The same customer, supplier, or citizen exists dozens of times across an enterpriseâs systems under slightly different names and identifiers, with nothing to say they are the same entity. Entity resolution establishes that they are, at enterprise scale, and it is one of the harder problems in building a context layer, because real-world data is incomplete, inconsistent, and sometimes deliberately disguised. We do this in some of the worldâs most regulated organizations, and the context we create can be written back into the data platform and used enterprise-wide.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The sequence we use with customers starts from a decision where \",\"type\":\"text\"},{\"text\":\"better context would change the outcome\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/every-technology-revolution-has-a-hidden-foundation-this-one-is-built-on-context/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}}]},{\"text\":\", then works backward. Connect the data, resolve the entities, define business meaning, map the real-world relationships, add decision context, make it available to people and agents, and keep it current.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Modern models and agentic tooling contribute much of the speed on their own, and context is what makes that speed safe to rely on. Where our customers \",\"type\":\"text\"},{\"text\":\"ground agents in resolved, connected context\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/the-role-of-contextual-information-in-enhancing-agentic-systems\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}}]},{\"text\":\", they see a 40% uplift in quality responses, investigation times falling by up to 80%, risks surfacing nine to 12 months sooner, know your customer (KYC) costs dropping by 60%, and new prospects engaged 90% faster.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Find out more\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Gartner report sets out recommended actions for each component, including how to sequence the build. Complimentary access is available for a limited time. \",\"type\":\"text\"},{\"text\":\"Download the Gartner research\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"/resources/2026-gartner-3-core-components-of-the-context-layer\",\"uuid\":\"b31767e7-def2-437e-9d23-770d787520c5\",\"anchor\":null,\"target\":\"_self\",\"linktype\":\"story\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}}]},{\"text\":\".\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"For more on building real-world context, read our guide, \",\"type\":\"text\"},{\"text\":\"What is a Context Layer and Why Does it Matter for Enterprise Data?\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/what-is-a-context-layer-and-why-does-it-matter-for-enterprise-data/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}}]}]},{\"type\":\"horizontal_rule\"},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Gartner, The 3 Core Components of the Context Layer for AI Agents, Andrés GarcÃa-Rodeja, Michael Gonzales, Christopher Long, Afraz Jaffri, 11 March 2026.\",\"type\":\"text\",\"marks\":[{\"type\":\"superscript\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Gartner is a trademark of Gartner, Inc. and/or its affiliates.\",\"type\":\"text\",\"marks\":[{\"type\":\"superscript\"}]}]}]},\"sidebar\":[],\"metatags\":{\"_uid\":\"db2ea3a9-c780-4448-af02-cd38c99b75d6\",\"t
20itle\":\"Why AI Agents Need a Context Layer and What Belongs Inside It\",\"plugin\":\"seo_metatags\",\"og_image\":\"\",\"og_title\":\"\",\"description\":\"Gartner® identifies the absence of a dedicated context layer as a major contributor to the value gap between AI investments and outcomes. See why real-world context is the missing piece to make your context layer decision-ready.\",\"twitter_image\":\"\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"subtitle\":\"Gartner® identifies the absence of a dedicated context layer as a major contributor to the value gap between AI investments and outcomes. Find out what they are and why real-world context is necessary to drive reliable and trusted decisions from AI agents. \",\"component\":\"article\",\"solutions\":[\"8540e35f-4d46-4a09-ac1b-49789b5e3da1\",\"0625ea19-cab1-41bf-a883-718a240cd3a6\"],\"collection\":[\"aa43f9a8-ebfe-427a-8def-631b479fe1a3\"],\"industries\":[],\"translated\":false,\"updated_at\":\"\",\"related_card\":\"b31767e7-def2-437e-9d23-770d787520c5\",\"related_content\":[{\"cta\":[],\"_uid\":\"37f9fbb5-b1a3-4966-b63d-8e832dfe45ae\",\"title\":\"\",\"topic\":{\"name\":\"Context\",\"created_at\":\"2026-09-02T01:52:39.166Z\",\"published_at\":\"2026-09-02T01:53:53.390Z\",\"updated_at\":\"2026-09-02T01:53:53.398Z\",\"id\":2
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20:false,\"parent_id\":86917,\"meta_data\":null,\"group_id\":\"ad61ee14-bcd6-41be-ac7d-10a15591c1a2\",\"first_published_at\":\"2023-04-24T10:30:31.224Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true}],\"ai_seo\":\"\",\"assign\":\"\",\"author\":{\"name\":\"Ricky Sluder\",\"created_at\":\"2026-01-26T14:28:20.361Z\",\"published_at\":\"2026-01-27T09:27:51.913Z\",\"updated_at\":\"2026-01-27T09:27:52.197Z\",\"id\":138232219396644,\"uuid\":\"31693e12-40ac-48f9-957d-96e70036acbf\",\"content\":{\"_uid\":\"622a8aac-5a1e-4c4b-aac4-a84910639c3f\",\"email\":\"\",\"thumb\":\"//a-us.storyblok.com/f/1012896/720x720/e402f31f4a/author-thumbnail-ricky-sluder.png\",\"title\":\"Ricky Sluder\",\"markup\":\"\",\"content\":{\"type\":\"doc\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Ricky D. Sluder, CFE brings 30 years of experience as a fraudâfighting leader across banking, insurance, government, and healthcare. At Quantexa, Ricky leads Fraud \u0026 Security Solutions for North America, helping organizations modernize their fraud programs through data unification, graphâbased analytics, and Decision Intelligence.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"linkedin\":\"\",\"metatags\":{\"_uid\":\"4d30378d-5a3a-4fee-a64f-e14c7f219f94\",\"title\":\"\",\"plugin\":\"seo_metatags\",\"og_image\":\"https://a-us.storyblok.com/f/1012896/720x720/e402f31f4a/author-thumbnail-ricky-sluder.png\",\"og_title\":\"\",\"description\":\"\",\"twitter_image\":\"https://a-us.storyblok.com/f/1012896/720x720/e402f31f4a/author-thumbnail-ricky-sluder.png\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"component\":\"author\",\"job_title\":\"Head of Fraud Solutions North America, Quantexa\",\"focus_topics\":[]},\"slug\":\"ricky-sluder\",\"full_slug\":\"authors/ricky-sluder\",\"sort_by_date\":null,\"position\":-750,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":127543,\"meta_data\":null,\"group_id\":\"4034d057-aee8-4a75-b0e0-f9e260faed1b\",\"first_published_at\":\"2026-01-27T09:27:51.913Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},\"region\":\"eabfc657-ed98-4223-b321-8a414100a25e\",\"teaser\":\"Eighteen months of new rules across banking, insurance, government, and trade all point the same way. Liability for authorized fraud is shifting to institutions, and prevention is now the standard they will be measured against.\",\"content\":{\"type\":\"doc\",\"attrs\":{\"backgroundColor\":null},\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"blok\",\"attrs\":{\"id\":\"25c27290-7c9c-48fa-b2fc-626ad9129762\",\"body\":[{\"_uid\":\"i-9e3c565a-f94c-4d81-9c32-eb8afdf7cec6\",\"items\":[{\"_uid\":\"47eb4e69-c366-47d4-842a-669abdab2851\",\"copy\":\"Federal disbursements moved off paper checks and toward pre-payment screening, with Treasury's Do Not Pay preventing or recovering $11.7 billion in FY2025. Pay-and-chase is being retired as a strategy.\",\"component\":\"single_data_text\"},{\"_uid\":\"05aba663-1657-4ef7-8bbb-29cb74d96bbf\",\"copy\":\"Zelle network rules now require reimbursement for certain imposter scams, and Canada's Bank Act framework covers payments made under deception or coercion from July 1, 2027. The customer deceived into pressing send is increasingly the institution's problem.\",\"component\":\"single_data_text\"},{\"_uid\":\"aed86562-2433-4547-8727-ff49607a75dc\",\"copy\":\"The NAIC model bulletin has been adopted by 24 states plus DC, and 12 states are piloting an evaluation tool for market-conduct examiners. A model that cannot be explained, tested, and documented is an examination finding waiting to happen.\",\"component\":\"single_data_text\"}],\"title\":\"Key takeaways\",\"component\":\"blog_takeaways\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"blok\",\"attrs\":{\"id\":\"25c27290-7c9c-48fa-b2fc-626ad9129762\",\"body\":[{\"_uid\":\"i-f596e360-88f0-4789-a952-66924c0461da\",\"spacer\":\"\",\"component\":\"spacer\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Fraud regulation in North America has been rewritten over the past 18 months, and the plot has moved faster than most compliance teams have. A federal watchdog was defanged overnight, state attorneys general stepped into the gap, Canada quietly built the most demanding regime on the continent, and the amount of money at stake keeps climbing. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The U.S. Government Accountability Office (GAO) estimates the federal government alone loses between \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"$$233 billion and $521 billion\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.gao.gov/products/gao-24-105833\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" to fraud every year, on top of roughly \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"$$186 billion in improper payments\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.gao.gov/products/gao-26-108694\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" reported for fiscal year 2025 (FY2025). Regulators on both sides of the border have reached the same conclusion, which is that fraud has to be stopped before the money moves. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Banking and payments: Washington steps back, everyone else piles in \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1B2A4A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"In March 2025, the U.S. Consumer Financial Protection Bureau (CFPB) dismissed its own \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"scam-losses lawsuit\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.consumerfinance.gov/archive/newsroom/cfpb-sues-jpmorgan-chase-bank-of-america-and-wells-fargo-for-allowing-fraud-to-fester-on-zelle/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" against Zelle's operator and three major banks, then saw its funding roughly halved. The pressure simply moved. New York's Attorney General revived the claims, Zelle's network rules now require reimbursement for certain imposter scams, and state regulators are setting the pace. Banks face a patchwork that changes faster than any federal rulemaking ever did, while Regulation E, the federal rule requiring banks to investigate disputed electronic transfers and reimburse unauthorized ones, still applies. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The Financial Crimes Enforcement Network (FinCEN) has proposed rebuilding anti-money laundering (AML) programs around a \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"risk-based effectiveness standard\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.federalregister.gov/documents/2026/04/10/2026-07033/anti-money-laundering-and-countering-the-financing-of-terrorism-programs\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\", even as the beneficial ownership database was scaled back to cover foreign entities only. Seeing through shell companies is your job again. Canada, meanwhile, skipped the drama and passed the continent's most demanding regime, a \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"Bank Act framework\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://gazette.gc.ca/rp-pr/p1/2026/2026-06-27/html/reg2-eng.html\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" covering authorized payments made under deception or coercion, in force July 1, 2027, plus supervision of \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"roughly 1,500 payment providers\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.bankofcanada.ca/core-functions/retail-payments-supervision/retail-payments-supervision-key-milestones/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" and \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"penalties from FINTRAC\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://fintrac-canafe.canada.ca/businesses-entreprises/changes-changements-eng\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" (Canada's financial intelligence unit) reaching $20 million or 3% of global revenue. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Insurance: your fraud models are now the ones under examination \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1B2A4A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"For insurers, fraud-detection technology is now itself a supervised activity. The National Association of Insurance Commissioners (NAIC) \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"model bulletin on insurer AI\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://content.naic.org/insurance-topics/artificial-intelligence\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" (artificial intelligence), adopted by \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"24 states plus the District of Columbia\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://content.naic.org/sites/default/files/cmte-h-big-data-artificial-intelligence-wg-map-ai-model-bulletin.pdf\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\", explicitly covers AI used in fraud detection and claims. 12 states are piloting an \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"AI Systems Evaluation Tool\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.fenwick.com/insights/publications/naic-expands-ai-systems-evaluation-tool-pilot-program-to-12-states-key-updates-for-insurers-and-ai-vendors-supporting-insurers\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" through September 2026 to give market-conduct examiners a standardized playbook. If your claims-fraud model cannot be explained, tested, and documented, it is an examination finding waiting to happen. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Enforcement is setting records too, with the U.S. Department of Justice (DOJ) \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"charging 455 defendants\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.justice.gov/opa/pr/national-health-care-fraud-takedown-results-455-defendants-charged-connection-over-65\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" in its 2026 national health care fraud takedown, the most in the program's history. In Canada, O
20ntario's \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"Financial Services Regulatory Authority (FSRA)\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.fsrao.ca/announcements/fsras-new-fraud-reporting-service-rule-approved-minister-finance\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" will require every auto insurer to report fraud data quarterly, the country's first mandatory insurance fraud reporting regime, expected operational by December 2026. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Government: the end of pay-and-chase \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1B2A4A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"For decades, government fraud strategy ran on pay-and-chase, sending the money out and then spending years clawing it back. Two 2025 executive orders are retiring that model. One \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"ended paper checks\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.irs.gov/newsroom/questions-and-answers-about-executive-order-14247-modernizing-payments-to-and-from-americas-bank-account\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" for most federal disbursements (checks are 16 times more likely to be lost, stolen, or altered than electronic payments). The other pushed agencies toward pre-payment screening through the U.S. Treasury's \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"Do Not Pay service\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.whitehouse.gov/wp-content/uploads/2025/08/M-25-32-Preventing-Improper-Payments-and-Protecting-Privacy-Through-Do-Not-Pay.pdf\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\", which prevented or recovered $11.7 billion in FY2025, up 63% from the prior year. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Congress extended the statute of limitations for pandemic unemployment fraud to ten years, and the House passed 11 \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"anti-fraud bills\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://oversight.house.gov/release/house-passes-11-oversight-committee-bills-to-stop-fraud-in-federal-programs/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" in June 2026, with the Senate still to act. States face their own countdown, because six-month Medicaid eligibility redeterminations begin in January 2027, and many legacy state systems were simply not built to verify identity and eligibility at that pace. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Supply chain: trade fraud just became a headline risk \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1B2A4A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"If you wanted a quiet career in customs compliance, you picked the wrong decade. The DOJ and the Department of Homeland Security (DHS) launched a cross-agency \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"Trade Fraud Task Force\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.justice.gov/opa/pr/departments-justice-and-homeland-security-partnering-cross-agency-trade-fraud-task-force\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" targeting tariff evasion and origin fraud, and whistleblowers can now earn \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"15% to 30% of recoveries\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.justice.gov/opa/pr/false-claims-act-settlements-and-judgments-exceed-68b-fiscal-year-2025\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" for reporting customs fraud. Every tariff change creates fresh temptation to fudge origin or value, transshipped goods carry a 40% penalty tariff, and the \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"de minimis exemption\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.federalregister.gov/documents/2026/06/24/2026-12670/indefinite-suspension-of-the-de-minimis-exemption-for-merchandise-arriving-through-all-modes-other\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" that once waved 1.36 billion packages a year through duty-free is gone. U.S. Customs and Border Protection (CBP) stopped more than \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"7,300 shipments\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.cbp.gov/trade/forced-labor/faqs-uflpa-enforcement\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" under the Uyghur Forced Labor Prevention Act (UFLPA) in FY2025, up 51%, while Canada's forced-labour reporting law, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"Bill S-211\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.publicsafety.gc.ca/cnt/cntrng-crm/frcd-lbr-cndn-spply-chns/index-en.aspx\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\", now expects demonstrable progress rather than boilerplate. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"You can't comply with what you can't see \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1B2A4A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Four threads run through all of it. Prevention is replacing recovery, and liability for authorized fraud is shifting to institutions, so the customer deceived into pressing send is increasingly your problem. AI cuts both ways, with regulators \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"warning about deepfakes\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.fincen.gov/sites/default/files/shared/FinCEN-Alert-DeepFakes-Alert508FINAL.pdf\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" while demanding documented governance of your detection models. Every regime tests the same capability, which is knowing exactly who you are dealing with across products, systems, subsidiaries, and data silos. Fraudsters live in the seams between those systems, and regulators now expect the seams closed. Meeting that standard comes down to whether your data foundation can resolve an entity across every system that holds a piece of it. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]}]},{\"type\":\"blok\",\"attrs\":{\"id\":\"967c1fb8-6833-4c4c-9067-921434f9b74a\",\"body\":[{\"cta\":[{\"_uid\":\"2867c32c-8093-4b0c-a1b1-4c212c1d7797\",\"body\":\"Quantexa Recomends\",\"icon\":\"\",\"size\":\"large\",\"color\":\"pink\",\"label\":\"Learn more\",\"target\":{\"id\":\"94da844e-28b2-4e59-8340-0ac81495f8d7\",\"url\":\"\",\"linktype\":\"story\",\"fieldtype\":\"multilink\",\"cached_url\":\"resources/from-data-to-decisions-in-financial-crime\"},\"subject\":\"Quantexa recommends.\",\"component\":\"cta_button\",\"label_mobile\":\"\",\"contact_email\":\"\",\"contact_image\":{\"id\":null,\"alt\":null,\"name\":\"\",\"focus\":null,\"title\":null,\"source\":null,\"filename\":\"\",\"copyright\":null,\"fieldtype\":\"asset\",\"meta_data\":{}},\"contact_popup\":false,\"contact_title\":\"\",\"email_postfix\":\"quantexa.com\",\"icon_on_hover\":false,\"icon_position\":\"left\",\"animation_name\":\"\",\"email_button_link\":{\"id\":\"\",\"url\":\"\",\"linktype\":\"story\",\"fieldtype\":\"multilink\",\"cached_url\":\"\"},\"email_button_text\":\"\",\"email_share_popup\":false,\"animation_distance\":\"\"}],\"_uid\":\"i-b6beb162-bd76-4ba9-a55f-3512c2adc340\",\"title\":\"Move from fragmented data to faster, more defensible decisions.\",\"component\":\"cta_line\"}]}}]},\"sidebar\":[],\"metatags\":{\"_uid\":\"ee7459a7-3c3b-4bd4-bcf9-82fdfeffd91d\",\"title\":\"Fraud Regulation Changes in North America: A 2026 Guide\",\"plugin\":\"seo_metatags\",\"og_image\":\"https://a-us.storyblok.com/f/1012896
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20cture AML professionals now take for granted. Four decades on, he's just as candid about what still isn't working.\",\"content\":{\"type\":\"doc\",\"attrs\":{\"backgroundColor\":null},\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"A decade ago, a handful of front-line bank employees noticed something troubling in their transaction data. There were patterns that pointed to human trafficking (HT) operations running through cities from Columbus to San Antonio. They took it to their anti-money laundering (AML) leaders, who took it to John Byrne, then an executive vice president at ACAMS. Six weeks later, investigators from the FBI, the Department of Homeland Security and several banks had built the first public red flags for spotting HT, indicators that are still used across the industry today.\",\"type\":\"text\"}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"For Byrne, who has spent more than 40 years in anti-financial crime (AFC), that project is one of the clearest examples of what the work is for. Suspicious activity reports (SARs) and money laundering statutes can read as abstractions on paper, but they exist to interrupt real harm to real people, a point Byrne returns to often when he talks about four decades of policy work, advocacy and mentorship.\",\"type\":\"text\"}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What âfollow the moneyâ covers today\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Byrneâs shorthand for his work, the one he gives when explaining his
20job on CNN or Good Morning America, is simple, âItâs the old adage, follow the money.â Every crime with a financial component leaves a trail, he says, and the job of an AF professional is to find that trail and act on it, ideally before the harm occurs rather than after.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"That scope has widened since Byrne entered the field in the early 1980s. âIt was all just drug trafficking in the eighties and nineties,â he says. Other crimes existed, but the industryâs focus didnât broaden until after September 11, when tracking terrorist financing pushed AML programs to look far beyond narcotics. Today the list includes human and wildlife trafficking, elder abuse, cybercrime and cryptocurrency-related crime, and Byrne points to artificial intelligence and other tech tools -- as newer  forces doing the most to reshape how the industry monitors financial crime now.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"He also credits examiners with understanding the need to get  more knowledgeable. Early in his career, Byrne says regulators were âstill finding their way,â which led to overly literal, checklist-driven reviews. Thatâs improved, even if the âcheck the boxâ mentality still shows up more than heâd like.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"The infrastructure Byrne helped build\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Much of what todayâs AML professionals take for granted, Byrne had a hand in creating. When the Money Laundering Control Act passed in 1986, he spent a year traveling to 15 or 16 U.S. cities explaining the new rules to bankers. He later proposed the framework that became the Bank Secrecy Act (BSA) Advisory Group, drawing on other government roundtables, and helped run its first 25 meetings.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"His most consequential contribution may be the civil safe harbor, enacted in 1992, which protects financial institutions from litigation when they file SARs or share information with law enforcement in good faith. Without it, Byrne argues, banks would hesitate or simply not file the volume of reports, and the detail within them, that law enforcement depends on. âThat has held up through court challenges since we did it back in 1992,â he says.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"After September 11, Byrne, then with the ABA,  worked to connect member banks with law enforcement quickly, partnering with his longtime friend Dennis Lormel, who ran the FBIâs first terrorist financing operations section. That same instinct for building bridges between the public and private sectors led him, years later, to help start the AML Partnership Forum in Washington, D.C., a two-day conversation between bankers and law enforcement now heading into its sixth year. âThose things didnât necessarily happen enough before,â Byrne says. âNow I think both sides really embrace that, and I think thatâs a big change.â\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}},{\"type\":\"blok\",\"attrs\":{\"id\":\"da76d856-bb9c-4e9a-9d83-4a3d638bf982\",\"body\":[{\"_uid\":\"i-b6646673-2f9f-43c9-86bb-45396a4864bd\",\"spacer\":\"30\",\"component\":\"spacer\"},{\"_uid\":\"i-54210e2d-cc29-4643-a939-fcad6e94bd4c\",\"videoID\":\"47ur5nc5e-I\",\"component\":\"article_youtube_video\"},{\"_uid\":\"i-941e01c1-61be-4071-8915-c6ca9a8e051f\",\"spacer\":\"3
200\",\"component\":\"spacer\"}]}},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Where information sharing still falls short\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Not everything Byrne helped build has worked as intended, and heâs candid about the gaps. Sections 314(a) and 314(b) of the USA PATRIOT  Act were both designed to improve information sharing: 314(a) lets FinCEN pass law enforcement requests on to banks, while 314(b) allows institutions to share information with each other on matters related to money laundering. Byrne says 314(a) âshould have been a two-way streetâ rather than the one-directional process it became, and that bank lawyers âoverreacted to the limitationâ in 314(b), reading it narrowly and excluding fraud-related sharing that he believes was meant to be covered and now is through the recent FinCEN FAQs\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"The other persistent gap, in Byrneâs view, is SAR feedback. He rejects the idea that filings disappear into a void. âAll SARs get reviewed at some point, and to suggest otherwise means youâre not really paying attention,â he says. But he agrees the feedback loop could be far better, and argues the industry has never seriously attempted to fix it. His proposal is a commission of bankers, investigators and regulators in the same room, designing a system everyone would actually find valuable. âWe talk about it all the time,â he says, âbut we sort of talk past each other.â\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"The unintended cost of derisking\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"One issue that has become a defining focus for Byrne in recent years is derisking: banks exiting or avoiding relationships with charities, NGOs and other organizations working in conflict zones because of regulatory concern. Byrne says he didnât fully grasp the consequences until he began working with the World Bank and the Charity and Security Network, which surfaces cases of humanitarian groups losing the banking access they need to move medical supplies, water and funds into dangerous places.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Progress has been slow but real, he says. The Financial Action Task Forceâs outgoing president, whose two-year term just ended, spearheaded recommendations calling for humanitarian exemptions and warning against inadvertently harming aid organizations. âItâs not remotely perfect,â Byrne says, âbut thereâs more inclusion, no question. Outreach has made sense, communication has made sense, and spotlighting has made sense.â\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"What separates practitioners who stay from those who leave\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Across hundreds of conversations with AML practitioners, Byrne says one quality consistently separates those who stay in the field from those who burn out. âPassion,â he says. âThatâs what makes people different.â He points to curiosity too and a genuine interest in understanding new tools, techniques and typologies as they emerge as the trait that keeps people from burning out.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"That belief shapes how he mentors students at George Mason University, where he teaches a graduate class on money laundering, corruption and terrorism and brings in practitioners to walk through real cases. His advice to them is consistent, that the field now offers far more paths than it did when he started, whether in policy, operations or technology, and the work carries real consequences. Heâs honest with them, too, about the current difficulties he sees navigating the current Adminstrationâs approach to financial crime.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"A closing thought\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Byrne also credits his staying power to a full life outside of work, He spent 22 years at the American Bankers Association, which had a family-oriented culture that let him coach his four (now adult) childrenâs sports teams and serve as PTA president, and three and a half miles run every single day for 30 years, a streak he finally ended on his own terms  in 2024.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"More than four decades after entering a field that didnât yet have a name, Byrne still measures the work by the same standard: getting information into the hands of people who can act on it, before the crime happens if possible, and after it if not. Itâs a standard that outlasts any single law or title, built instead on practitioners willing to notice a pattern, ask a question and follow it through â the same instinct that turned a handful of bankersâ suspicions into a set of red flags the whole industry now relies on.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"sidebar\":[],\"metatags\":{\"_uid\":\"04e3aea5-b46b-4683-bdac-b33a30ca9423\",\"title\":\"Four Decades of Passion, Collaboration and Mentorship in the Fight Against Financial Crime\",\"plugin\":\"seo_metatags\",\"og_image\":\"https://a-us.storyblok.com/f/1012896
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He combines deep technical expertise with a pragmatic understanding of organisational change, enabling enterprises to modernise technology platforms, build trusted data foundations, and adopt AI at scale to deliver measurable business outcomes. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#242424\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"At Quantexa, he has shaped the company's platform business, driving its strategy and product direction to accelerate enterprise data modernisation and AI adoption. His experience spans financial services, government, insurance, and logistics. 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20/360x360/70a659bd5c/author-thumbnail-dan-onions.png\",\"og_title\":\"\",\"description\":\"Dan is a technology leader with 27 years of experience helping organisations deliver business, data, and AI transformation. \",\"twitter_image\":\"\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"component\":\"author\",\"job_title\":\"Global SVP Data \u0026 AI \",\"translated\":false,\"focus_topics\":[]},\"slug\":\"danonions\",\"full_slug\":\"authors/danonions\",\"sort_by_date\":null,\"position\":-130,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":127543,\"meta_data\":null,\"group_id\":\"143ce8f6-f1c1-4838-a14f-f603f7bb2bcd\",\"first_published_at\":\"2023-05-29T12:27:29.858Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},\"region\":\"d34802ed-7d45-4c54-9bbd-e8a76c815b7f\",\"teaser\":\"AI ambition fails without trusted, unified, and governed data. Find out how to build a contextual data foundation that powers confident and explainable AI-driven decisions. \",\"content\":{\"type\":\"doc\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Organizations today have more data than \",\"type\":\"text\"},{\"text\":\"ever before, which \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"should \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]},{\"text\":\"lead to smarter AI, more reliable decisions, and clearer accountability. But \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"McKinsey's State of Organizations 2026 survey\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.mckinsey.com/~/media/mckinsey/business%20functions/people%20and%20organizational%20performance/our%20insights/the%20state%20of%20organizations/2026/the-state-of-organizations-2026.pdf\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#5B2D8E\"}}]},{\"text\":\" tells a different story: 88% of companies are implementing AI-driven tools, yet 81% report no meaningful bottom-line gains. Thereâs a growing gap between the investment in AI and the ROI.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"At the root of that gap sits a data problem.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"As the age-old saying goes: âgarbage in, garbage outâ. Without high-quality and perhaps more importantly, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"trusted\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" data, even the most sophisticated AI models produce outcomes that can't be fully explained or acted on with confidence.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"The risks of a poor data foundation\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}},{\"type\":\"bold\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Every AI-driven decision an organization makes is shaped by the data behind it. When that data is fragmented, incomplete, or opaque, no decision built on it can be fully explained or defended, regardless of how sophisticated the AI behind it. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Craig McKeown, Partner at PwC explains: âT\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"he capability of AI is remarkable, but if youâre loading poor quality data into AI models or tools, then the outcome that you get wonât be great.â \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#444444\"}}]}]},{\"type\":\"blok\",\"attrs\":{\"id\":\"211765dc-0fa6-4b49-9166-cf33089526b3\",\"body\":[{\"_uid\":\"i-5a4ed93f-bd21-413e-ae90-bba69e9e0f27\",\"videoID\":\"9FCDZ86lqGU\",\"component\":\"article_youtube_video\"}]}},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Many enterprises are still operating with legacy data architectures: customer records in one system, transactions in another, while communications and external data are siloed elsewhere. These data siloes may be adequate for reporting, storage, and compliance, but as AI acts faster and with greater autonomy, the risks from fragmented or inaccurate data become far more pronounced, and errors scale across the organization before anyone can intervene. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The consequences are material across sectors. In insurance, for example, fragmented data across claims, fraud, and underwriting can prevent accurate risk pricing, leading to lost customers or underpriced risk that damages loss ratios. In the public sector, disconnected data across departments can lead to individuals being assessed on incomplete or outdated information, with real consequences for service delivery, compliance, and public trust. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The solution enabling successful AI-driven decisions is to start by creating a unified, trusted, contextual data foundation. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"How a trusted, contextual data foundation enables decision velocity \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A contextual data foundation unifies fragmented data across your internal and external sources, makes lineage and ownership explicit, applies consistent governance across structured and unstructured data, and adds context so that data reflects real-world relationships rather than
20isolated records. In short, it makes your data trustworthy and AI-ready. And, it ensures AI-driven operations are accurate, explainable, and capable of supporting confident decisions. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The âcontextualâ part is really important. Context is what evolves a simple static data repository into a governed data foundation that reflects real-world information. It's what enables you to understand how people, businesses, accounts, transactions, and events connect over time. That's the essential ingredient for moving from raw data to meaningful insight, and from insight to confident, defensible action. You can find out \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"more about how to build context here\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/the-crucial-role-of-context/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\".  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Decision velocity is the speed and confidence with which decisions can be made, acted on, and scaled across an organization. When models are trained on accurate, governed data, outcomes are more explainable, and decisions are easier to account for and to unwind when needed. A unified contextual data foundation reduces friction at every stage: less time reconciling records, validating outputs, or manually reviewing AI-generated recommendations. The result is better decisions, made faster, with the confidence to act on them at scale. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"How Quantexa enables a trusted, contextual data foundation \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"At Quantexa, we help organizations move from fragmented data to decision-ready insight powered by two interconnected core capabilities, dynamic \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Entity Resolution\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/platform/entity-resolution-software/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" and \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Knowledge Graphs\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/platform/agent-gateway/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\". \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Entity Resolution connects records that refer to the same real-world entity across different systems and data types, creating a single, reliable view of people, organizations, and assets. This resolves the duplication and ambiguity that undermine data quality and the AI built on top of it. Knowledge Graphs add context by modeling the relationships between those entities: how customers connect to accounts, how transactions relate to behavior, and how risks propagate across networks. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Together, these capabilities create an accurate picture of data as it exists in the real world, giving AI and analytics the foundation they need to scale with confidence. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"âWith the Quantexa platform, we [help our clients] extract key information from documents and unstructured data that provides rich information. By combining disjointed, fragmented data sets together and understanding the context and relationships, weâre helping clients solve a number of problems that were previously very difficult or expensive.â  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"type\":\"hard_break\"},{\"type\":\"hard_break\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Craig McKeown, Partner at PwC \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"A look ahead \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#333333\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"With a unified, governed, contextual data foundation in place, your organization can move faster and more accurately, surfacing unseen risks and hidden opportunities, reducing time spent on manual review, and shortening the distance between data, insight, and action. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"A high-quality, trusted data foundation is only the first step to effective decision-making. The next question, increasingly urgent as AI models are embedded in consequential decisions, is
20whether organizations can trust and explain why a decision was reached. Even with accurate data, AI-driven decisions can fail under scrutiny when the reasoning behind them canât be traced or defended. Real-world context is what makes that reasoning visible, and itâs the subject weâll explore in the next post in this series.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"Watch QuanCon On Demand\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quancon.com\",\"uuid\":null,\"anchor\":null,\"target\":\"_self\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" to explore how trusted data foundations support confident, explainable decisions in the age of AI.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"sidebar\":[],\"metatags\":\"\",\"subtitle\":\"AI ambition fails without trusted, unified, and governed data. Find out how to build a contextual data foundation that powers confident and explainable AI-driven decisions.\",\"component\":\"article\",\"solutions\":[\"0625ea19-cab1-41bf-a883-718a240cd3a6\"],\"collection\":[],\"industries\":[],\"translated\":false,\"updated_at\":\"\",\"related_card\":\"15cb5a08-bc04-48cc-b9ca-f6636c6ee51a\",\"related_content\":[{\"cta\":[],\"_uid\":\"d22b3655-4153-425e-9940-2765ef5ac6d6\",\"title\":\"\",\"topic\":\"16de5108-ecb4-4fa3-bafe-f870bd67f004\",\"subtitle\":\"Keep reading\",\"component\":\"related_blog_by_topic\",\"description\":\"\",\"head_alignment\":\"center\"}],\"related_card_cta\":\"\",\"table_of_content\":[],\"enable_auto_table_of_content\":false,\"slug\":\"why-you-need-a-trusted-contextual-data-foundation\"},\"slug\":\"why-you-need-a-trusted-contextual-data-foundation\",\"full_slug\":\"blog/why-you-need-a-trusted-contextual-data-foundation\",\"sort_by_date\":null,\"position\":-5240,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":83805,\"meta_data\":null,\"group_id\":\"699bd494-11b6-44a2-8f87-0992eec94d6d\",\"first_published_at\":\"2026-07-31T06:10:03.616Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null},{\"name\":\"Using Empathy and Education to Help Drive AFC Excellence\",\"created_at\":\"2026-07-29T09:44:54.564Z\",\"published_at\":\"2026-07-29T13:21:05.947Z\",\"updated_at\":\"2026-07-29T13:21:06.061Z\",\"id\":203279133002842,\"uuid\":\"afb7ce99-8271-4052-8441-655b2b6c0b78\",\"content\":{\"_uid\":\"d65f1739-b21e-4e5c-a6ab-9996d8197487\",\"image\":{\"id\":203331229643696,\"alt\":\"\",\"name\":\"\",\"focus\":\"\",\"title\":\"\",\"source\":\"\",\"filename\":\"https://a-us.storyblok.com/f/1012896/849x607/104dfbfafd/jamie_l_thomas_quotecards.png\",\"copyright\":\"\",\"fieldtype\":\"asset\",\"meta_data\":{\"size\":\"849x607\"},\"is_external_url\":false},\"thumb\":\"//a-us.storyblok.com/f/1012896/849x607/104dfbfafd/jamie_l_thomas_quotecards.png\",\"title\":\"Using Empathy and Education to Help Drive AFC Excellence\",\"topic\":[{\"name\":\"Anti-Money Laundering\",\"created_at\":\"2023-04-24T08:19:14.284Z\",\"published_at\":\"2024-09-11T16:29:33.321Z\",\"updated_at\":\"2024-09-11T16:29:33.337Z\",\"id\":86881,\"uuid\":\"7a25d8e1-28c5-4d07-9672-f6086e1ac0af\",\"content\":{\"_uid\":\"b59c8931-1689-45a2-9284-b1bb74edc2f0\",\"label\":\"Anti-Money Laundering\",\"component\":\"category\"},\"slug\":\"aml\",\"full_slug\":\"topic/financial-crime/aml\",\"sort_by_date\":null,\"position\":-10,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":86878,\"meta_data\":null,\"group_id\":\"e9126a72-bdff-4a35-a0fc-a15079831129\",\"first_published_at\":\"2023-04-24T08:19:25.666Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},{\"name\":\"Retail AML\",\"created_at\":\"2024-06-26T10:37:59.073Z\",\"published_at\":\"2024-06-26T10:38:39.291Z\",\"updated_at\":\"2024-06-26T10:38:39.311Z\",\"id\":8274703,\"uuid\":\"3dfcd5fd-80fb-4d8f-9d93-0ca33cb3cbf3\",\"content\":{\"_uid\":\"b59c8931-1689-45a2-9284-b1bb74edc2f0\",\"label\":\"Retail AML\",\"component\":\"category\"},\"slug\":\"retail-aml\",\"full_slug\":\"topic/financial-crime/retail-aml\",\"sort_by_date\":null,\"position\":-10,\"tag_list\":[],\"is_startpage\"
20:false,\"parent_id\":86878,\"meta_data\":null,\"group_id\":\"5b0bfbc9-5c8a-4347-a1d0-572da4419216\",\"first_published_at\":\"2024-06-26T08:19:00.000Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},{\"name\":\"Financial crime \",\"created_at\":\"2023-04-24T08:17:59.816Z\",\"published_at\":\"2023-07-19T13:49:02.148Z\",\"updated_at\":\"2023-07-19T13:49:02.164Z\",\"id\":86880,\"uuid\":\"fac74219-a629-4ed2-8d91-8991aed535a7\",\"content\":{\"_uid\":\"c8cc57f1-b7f0-4237-b1d6-7f96871ccf86\",\"label\":\"Financail crime\",\"component\":\"category\"},\"slug\":\"financial-crime\",\"full_slug\":\"topic/financial-crime/\",\"sort_by_date\":null,\"position\":-160,\"tag_list\":[],\"is_startpage\":true,\"parent_id\":86878,\"meta_data\":null,\"group_id\":\"89d475cd-c173-481b-8e8e-b175d9d5662b\",\"first_published_at\":\"2023-04-24T08:18:07.668Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true}],\"ai_seo\":{},\"assign\":\"\",\"author\":{\"name\":\"Chris Bagnall\",\"created_at\":\"2024-01-17T18:05:39.667Z\",\"published_at\":\"2026-09-03T10:25:16.099Z\",\"updated_at\":\"2026-09-03T10:25:16.206Z\",\"id\":2124430,\"uuid\":\"1dc7b723-75c3-46d6-8605-2c5c3eb18b7d\",\"content\":{\"_uid\":\"48d39f02-9ac5-4873-a7ef-5f1df4abda6c\",\"email\":\"[email protected]\",\"thumb\":\"//a-us.storyblok.com/f/1012896/360x360/b0c1b5caa0/chris-bagnall.png\",\"title\":\"Chris Bagnall\",\"ai_seo\":\"\",\"markup\":\"\",\"content\":{\"type\":\"doc\",\"content\":[{\"type\":\"paragraph\",\"content\":[{\"text\":\"Chris is a global financial services leader with extensive experience in several financial crime disciplines including anti-money laundering, KYC, sanctions, anti-human trafficking, and information sharing. He has led and built multiple financial crime programs within the U.S. mid-size and super-regional banking sector.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"rgb(33, 33, 33)\"}}]}]}]},\"linkedin\":\"https://www.linkedin.com/in/christopher-bagnall-53228411/\",\"metatags\":{\"_uid\":\"0890edeb-ad93-41ea-9872-93fabf2ad256\",\"title\":\"Chris Bagnall\",\"plugin\":\"seo_metatags\",\"og_image\":\"\",\"og_title\":\"\",\"description\":\"Chris is a global financial services leader with extensive experience in several financial crime disciplines including AML, KYC, sanctions, anti-human trafficking, and information sharing.\",\"twitter_image\":\"\",\"twitter_title\":\"\",\"og_description\":\"\",\"twitter_description\":\"\"},\"component\":\"author\",\"job_title\":\"Solutions Director\",\"translated\":false,\"focus_topics\":[\"fac74219-a629-4ed2-8d91-8991aed535a7\",\"7a25d8e1-28c5-4d07-9672-f6086e1ac0af\",\"e9074138-385b-4677-9cb0-392fe798d054\"]},\"slug\":\"chris-bagnall\",\"full_slug\":\"authors/chris-bagnall\",\"sort_by_date\":null,\"position\":-450,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":127543,\"meta_data\":null,\"group_id\":\"4e64cabe-4fa0-46be-92d6-41432a005018\",\"first_published_at\":\"2024-01-19T16:58:17.053Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},\"region\":\"eabfc657-ed98-4223-b321-8a414100a25e\",\"teaser\":\"Anti-money laundering compliance can be relentless enough to turn people into robots just clearing the queue. Jamie Thomas of Fulton Bank says empathy and a shared sense of why the work matters build a stronger, more resilient team.\",\"content\":{\"type\":\"doc\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Anyone considering a career in anti-money laundering (AML) or Bank Secrecy Act (BSA) compliance should know from the outset that the path is ânot for the faint of heart,â says veteran practitioner Jamie Thomas. She describes the profession as âgruelingâ, and, at times, even âsoul-sucking.â It doesnât help, she adds, that even with a strong \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}
20,{\"text\":\"financial crime compliance\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/solutions/financial-crime/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" program, the best regulators and examiners can say is that the efforts are âsatisfactory.â\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"In other words, being labeled âjust good enoughâ is the high mark compliance teams are working toward. That reality could lead some practitioners to operate like ârobots,â simply pushing through by clearing the work, meeting the standard, and moving on to the next demand, in a field where scrutiny and pressure are unrelenting.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Thomas, who is vice president and deputy BSA director at \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Fulton Bank\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.fultonbank.com/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\", a regional bank headquartered in Lancaster, Pennsylvania. was compelled to rethink that approach..\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"What changed the game for Thomas and ultimately for her team, was a conscious decision to step back and allow empathy to play a bigger role in her everyday work. Empathy is central to her leadership approach. âI want my team to feel human,â Thomas says. âAnd I want them to see me as a human. Tapping into \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"the human side\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/collections/the-human-side-of-aml/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" and allowing their emotions to be valid in their work has produced a stronger team. I know itâs made me a better employee, and I hope, a better leader, too.â\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"A haunting memory and an enduring reminder of why the work matters\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"In the early 2000s, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"[JK1]\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"#_msocom_1\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"Â when she was living in South Korea as a college student, Thomas had an experience that was an early lesson on the importance of empathy. She noticed a disturbing pattern of activity across many of the local bars and restaurants. Young girls, many of them from Russia, were dancing on stage and performing very badly. That wasnât because they lacked talent, as Thomas initially thought. As she watched them more closely, she realized they were stumbling around because they were drugged.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Years later, after entering the world of BSA compliance, the meaning of that experience came back to Thomas in what she describes as a âlightning bolt of connection.â She understood that those girls were also being trafficked and that realization immediately deepened her commitment to the work. She says the memory remains vivid and keeps her âfired upâ to do her part to help people in similar situations.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null}
20,\"content\":[{\"text\":\"What Thomas witnessed in South Korea is also a lasting reminder that anti-financial crime (AFC) work is never just about patterns and transactions. What looks ordinary on paper can be connected to something much darker affecting the lives of real people. Thomas says this is why she remains committed to \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"understanding financial crime\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/financial-crime/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" and not just how it happens, but why.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Any community can be fertile ground for financial crime\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"One area that has become a focal point for Thomas over her past 12 years at Fulton Bank is \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"sanctions risk\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/resources/uncovering-hidden-sanctions-risk-with-knowledge-graphs/?searchTerm=sanctions\u0026page=1\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\". She says she was initially surprised to find a mid-atlantic regional bank serving many rural communities would carry the level of sanctions risk sheâs encountered. But the risk is now abundantly clear to her.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Thomas explains that even in smaller markets, businesses may still operate internationally, rely on suppliers abroad and move payments across borders. What makes sanctions risk easy to miss is that it can be concealed within activity that appears entirely ordinary on the surface, such as an order for parts or a payment to a supplier based outside the United States.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"That, Thomas suggests, is part of what makes smaller businesses, rural communities and regional markets easier to underestimate and easier to target. When businesses donât fully understand complex sanctions or AML requirements, bad actors may see an opening. This is part of a larger lesson about AFC work at a regional bank, according to Thomas. Financial crime is global in its reach, and local activity can connect quickly to something much bigger. Effective compliance depends on people who know how to recognize those links so they arenât overlooked or dismissed.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Building range and resilience across the compliance function\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"At Fulton Bank, Thomas is working to build the kind of AFC team people can stay and grow with for the long term. She wants a team where people can talk through challenges, ask for help and admit when the work is getting heavy without feeling theyâve somehow fallen short.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"That same mindset guides how Thomas thinks about hiring and developing talent. While technical knowledge c
20an be taught, qualities such as independent thinking, problem-solving, analytical ability and a willingness to dig below the surface are much harder to instill. Once people are on her team, Thomas is intentional about giving them exposure across alert types, Currency Transaction Reports (CTRs), investigations, Office of Foreign Assets Control (OFAC)-related work and more so they can understand not just one workflow, but how all the pieces fit together,\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Thomas says her team also needs to understand how data moves, how controls operate behind the scenes, and where breakdowns can occur. Better tools have helped reduce fragmentation and make information easier to access and review. But for Thomas, that progress only matters if her people still understand the systems and workflows behind the output. One question her team always asks when implementing something new is simple: \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"If this stops working, what do we do?\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"italic\"}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"She takes the same view of artificial intelligence (AI). Thomas has seen her team achieve âsmall winsâ already in using AI capabilities for annual risk assessments, checking writing, and summarizing large datasets or alerts that might otherwise take more time to review. But she is clear that AI should remain a secondary tool, not the source of the teamâs thinking.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"âNo matter what technology they use, they still need to be able to say, âI know this customer, and I know what theyâre doing,â and understand everything surrounding thatânot just spit out facts,â says Thomas.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":null},\"content\":[{\"text\":\"Making the AFC mission a shared priority\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Thomas says she would like to change how \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"financial crime compliance\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/solutions/aml/\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" functions are typically viewed inside a bank and also see those functions operate more transparently and collaboratively. âBSA is very greedy when it comes to information,â she explains, noting that teams are constantly asking for documents, details, follow-up and explanation, but too often give little back. That can leave compliance functions isolated, misunderstood and seen as the âdepartment of no.â\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"At Fulton Bank, Thomas is focused on providing more reciprocity, education and \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"context\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/how-context-exposes-insider-collusion-and-enterprise-linkages/?searchTerm=context\u0026page=1\",\"uuid\":null,\"anchor\":null,\"target\":null,\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\" so people can better understand why certain patterns matter and how their own work connects to the AFC mission. Frontline staff are bringing issues to the BSA team sooner. Theyâre seeing financial crime risk not as an abstract compliance matter, but something that can surface in ordinary customer activity and seemingly innocent business relationships.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"âThe more back-and-forth education we can have about what the risks are and how to spot them sooner, the more successful we can be,â Thomas
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20,\"slug\":\"vishal-marria\",\"full_slug\":\"authors/vishal-marria\",\"sort_by_date\":null,\"position\":-400,\"tag_list\":[],\"is_startpage\":false,\"parent_id\":127543,\"meta_data\":null,\"group_id\":\"339c9137-6df6-4142-acc0-3f56dbc282e4\",\"first_published_at\":\"2023-05-29T12:27:48.509Z\",\"release_id\":null,\"lang\":\"default\",\"path\":null,\"alternates\":[],\"default_full_slug\":null,\"translated_slugs\":null,\"_stopResolving\":true},\"region\":\"fa259885-0770-4dfe-bd2c-a188fea22363\",\"teaser\":\"Long before 'context' had a name, we were building the entity resolution and knowledge graph technology that makes AI trustworthy, at the scale the world's most regulated institutions demand.\",\"content\":{\"type\":\"doc\",\"attrs\":{\"backgroundColor\":null},\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":null},\"content\":[{\"text\":\"Ten years ago, before anyone called it a âcontext layer,â I sat with investigators at a global bank studying records that had already passed every check the bank had. Each account was properly opened. Each transaction was, on its own, unremarkable. Each customer file was clean. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Together, though, those records described a criminal network moving money through dozens of shell companies and personal accounts sharing addresses, phone numbers and beneficial owners that no single system had ever connected. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"The data wasnât the problem. The bank had plenty of it. What it lacked was a way to see what that data represented in the real world: who was really behind each account, how they connected, and what the pattern meant. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"That gap, between having data and understanding reality, is the one our industry is now racing to close, under a new name: âThe Context Layer.â \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"We called it context from the start, a decade before the market gave it that name, because thatâs what the problem was. Not a shortage of data. It is a shortage of understanding what data means in the real world. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"We called it context from the start, a decade before the market gave it that name, because that's what the problem was. Not a shortage of data. \",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"That same gap sits beneath almost every stalled AI initiative I see today. Leaders are told that AI will reinvent decision-making and growth. In the same breath, theyâre handed a vocabulary expanding faster than most organizations can absorb semantic layers, ontologies, knowledge graphs, vector databases, agent platforms, âdigital brains.â \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"The market is crowded. Every vendor describes the same shift from a different angle. But they donât all refer to the same underlying problem and conflating them leads organizations to invest in the wrong layer, or to underestimate whatâs genuinely hard to get right.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"What the context layer does\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"The context layer taking shape right now is really three capabilities working together, and itâs worth being precise about each. A semantic layer lets someone ask, âWhat is John Smithâs total exposure?â and get a straight answer, because it knows exposure means mortgages plus loans plus credit cards, even when those figures sit in three different systems. An ontology defines what the things and relationships in that question actually mean: that a person can own a company, a company can hold an account, an account can send money to another account. A knowledge graph answers a different, harder question: âWho and what is John Smith connected to?â It might show that John shares an address with another customer, sits as a director of a company, uses the same phone number as a separate account, and has sent money to several related parties. Definitions alone donât tell you any of that. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Picture a bank reviewing a payment. Semantics define the account, the transaction, the customer. The decision depends on something else entirely: who controls the account, what other people and businesses are quietly connected to it, whether âunrelatedâ parties share a device or address, whether this fits the customerâs real history, and whether another part of the bank already flagged something similar. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Semantics and ontologies tell a system what its fields and relationships mean. The knowledge graph, built on resolved, real-world entities, is what tells it whatâs happening: who and what they represent, how
20itâs connected, what has changed, and why that matters now. Thatâs the harder problem, and itâs what this work has always been about. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"type\":\"image\",\"attrs\":{\"id\":202606132766755,\"alt\":\"\",\"src\":\"https://a-us.storyblok.com/f/1012896/1800x3201/0680b3414a/context-layer-sequence-flat.jpg\",\"title\":\"\",\"source\":\"\",\"copyright\":\"\",\"meta_data\":{}}}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Who owns the context layer?\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Our view is that no single vendor does, and any company that tells you otherwise is oversimplifying. The reality is that itâs a collection of systems and capabilities working together, entity resolution, semantics, ontologies, knowledge graphs, some bought, some built, across the enterprise stack. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Cloud infrastructure and data platforms are critical foundations of the context layer. They provide the scale, processing power and governance needed to bring enterprise data together and make it available for use. Analytics, AI and operational applications then use that data to generate insights, support decisions and drive action. But without a trusted understanding of the real-world people, organizations and relationships within the data, those decisions are still being made on fragmented and ambiguous information. Without real-world context, the trusted, resolved understanding of who and what your data represents, a context layer is missing a critical piece of the puzzle. Thatâs the piece Quantexa was built to provide.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Quantexaâs role starts with a problem every large enterprise has, and few can see: the same customer, supplier or citizen exists dozens of times across its systems, under slightly different names, addresses and identifiers, with nothing to say theyâre the same entity. The best investigators have always reasoned past this, noticing that âA. Smithâ at one address and a phone number surfacing across three âunconnectedâ accounts are, in fact, the same underlying reality. Entity resolution is that reasoning, at enterprise scale, and it is one of the hardest problems in building a context layer, because real-world data is incomplete, inconsistent, and sometimes deliberately disguised.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"We turn fragmented data into real-world context: building a trusted understanding of the people, organizations and relationships it represents, and we do this in some of the worldâs most regulated and high-stakes organizations, where incomplete or inaccurate context has serious consequences.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"The real-world context Quantexa creates can be written back into the data platform and activated across the enterprise through governed data products. This gives models and analytics a trusted foundation, grounds AI agents in an accurate understanding of the real world, and powers verticalized solutions for complex decision-making across compliance, risk and growth. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Enterprises need both scale and understanding. Cloud infrastru
20cture and data platforms provide the foundation. Quantexa provides the real-world context that makes the data actionable. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"justify\"},\"content\":[{\"text\":\"The contextual difference\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Working across financial services and public sector we have seen first-hand the impact real-world context has on decision making;  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Agents grounded in context hallucinate less and deliver a \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"40% uplift\",\"type\":\"text\",\"marks\":[{\"type\":\"link\",\"attrs\":{\"href\":\"https://www.quantexa.com/blog/the-role-of-contextual-information-in-enhancing-agentic-systems/\",\"uuid\":null,\"anchor\":null,\"target\":\"_blank\",\"linktype\":\"url\"}},{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#0563C1\"}},{\"type\":\"underline\"}]},{\"text\":\" in the quality responses and outcomes.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Investigation times are dropping by up to 80%  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Risks and threats are identified 9 to 12 months sooner \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Noise is reduced with a 73% improvement in false positive flags  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"KYC operational costs are falling by 60%.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"bullet_list\",\"content\":[{\"type\":\"list_item\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"New prospects are identified and engaged 90% faster.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"This is what AI looks like when it actually understands the world it is working in. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"We built our entity resolution capability to operate on the scale this problem demands: resolving tens of billions of records across hundreds of millions of customers, including records that are incomplete, inconsistent or intentionally obscured.  \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Customers did not want a clever algorithm they could not explain to a regulator, a board or an investigator. They wanted confidence, evidence, and control. That inspired us to build for trust as much as for accuracy. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"}
20,\"content\":[{\"text\":\"Once records are resolved into single, trusted entities, we connect them through our patented knowledge graph, best understood as a living map of relationships, not a static one. A spreadsheet gives you a fact. A knowledge graph gives you a story: this account, this address, this device, and this business partner belong to the same network, and the pattern is invisible until you can see the connections. That combination, resolving identity and mapping relationships continuously into what we call real-world context, at enterprise scale, with every link traceable back to evidence, is the hard engineering problem we have hardened in production across some of the most demanding environments. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"That isnât the finish line, though. Context has to reason, turning connected entities into scores, alerts and recommendations a person or a model can use, and it must reach action, showing up inside the case management system, the underwriting tool or the agent workflow where a decision gets made, not a dashboard nobody opens. Thatâs the direction weâve been building for years, and where most of our new investment is going towards graph that reasons and acts inside the systems our customers already run. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"We then help organizations package that real-world context, a living, continuously refreshed representation of the people, organizations and events inside their data, as governed, reusable data products built to be consumed in analytics pipelines, operational applications, and AI agents. Build the context once. Continually refresh it. Reuse it everywhere a decision gets made. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Before âcontextâ was a buzzword\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"We didnât arrive here because generative AI made âcontextâ fashionable. Entity resolution and \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]},{\"text\":\"knowledge\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#FF0000\"}}]},{\"text\":\"graphs are entering an entirely new era now, one where the stakes and the possibilities are both higher than theyâve ever been. Weâve been at the frontier of that evolution for ten years, long before anyone was pitching agents, and long before the rest of the market started paying attention. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Our technology has helped banks uncover financial-crime networks hiding behind thousands of accounts, helped insurers link claims, policies, people and assets to catch fraud no single system could see, \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"helped telecoms companies expand their customer offerings and revenues, and helped government agencies build one complete view of a citizen to provide preventative health care, or a stream of public funds, instead of a dozen partial ones. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Consider a child in the National Health System. Their patient record might show routine appointments, a minor A\u0026E visit, a missed vaccination. Nothing that flags concern. Add social data: housing instability, a parent in crisis, school attendance that has quietly collapsed, case notes from a social worker and the picture changes entirely. The child is visible in each of those systems but not understood. Entity resolution and knowledge graphs solve that by connecting the child's identity across clinical, social care, education and benefits records, surfacing a context no single dataset could produce. Patient data tells you what has happened inside the health system. Social service data tells you what is happening in a child's life. C
20ombined into a single trusted view, they give practitioners something they rarely have: the full picture, early enough to matter. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"That experience, built in the highest-stakes regulated environments in the world, is why today's AI limitations look so familiar to us. Models stumble when identities are ambiguous. Agents fail when relationships are missing. Automation becomes dangerous when a decision can't be traced back to evidence. These are not new problems. They are the same problems, at a new scale. Context is not a feature you add at the end. It is the foundation that lets AI be trusted in the first place. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"\\\"Context is not a feature you add at the end. It is the foundation that lets AI be trusted in the first place.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"}]}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Trust, governance and sovereignty arenât features. Theyâre the foundation.\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"None of this works if context becomes an unrestricted pool of information. It must be governed by design. Every entity, relationship and recommendation should be explainable: where it came from, how records were connected, which models contributed, and what policy governed who could see it. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"That matters more as AI moves from answering questions to acting. An employee might be cleared to view a re
20cord an autonomous agent is not authorized to touch. A multinational may process data freely in one jurisdiction and be required to keep it within borders in another. A public agency may need to prove a decision wasnât just accurate, but lawful, proportionate and free of inappropriate bias. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Trust, governance and data sovereignty cannot be bolted on after AI is built. They must be engineered into the context layer itself. Organizations that get this right are safer, and they can move faster, because they can demonstrate control over what their AI is doing and why. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"This is one of the lessons I feel most strongly about now. When governance is treated as a compliance wrapper, it slows everything down. When itâs engineered into the way context is created and used, it becomes the reason people are willing to move faster. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"Context looks different depending where you sit\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"The same context problem shows up differently depending on where you sit. Some are trying to arbitrate between competing versions of truth. Some are trying to make agents useful in production without creating another silo. Some know their models are only as good as the entities underneath them. Lines of business rarely use the words \\\"context layer\\\" at all; they just want to know they're looking at the same customer, claim or payment. And in the public sector, there is no room for abstraction: every decision must be accurate, lawful and explainable to the people affected by it. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"T\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#000000\"}}]},{\"text\":\"he language differs. The pressures differ. The exercise is the same. Pick one consequential decision. Ask what a person or agent would genuinely need to know to decide with confidence. Trace where that context lives, how identity and relationships need to be resolved, what governance applies, and how the result can be reused. That is how organizations move from trusted data to AI people can trust. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"heading\",\"attrs\":{\"level\":2,\"textAlign\":\"left\"},\"content\":[{\"text\":\"The next advantage will be contextual\",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}},{\"type\":\"bold\"}]},{\"text\":\" \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"#1A1A1A\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Weâre already living the divide this creates. I see it directly: the banks, insurers, and government agencies pulling ahead right now are not the ones with the most powerful models. Theyâre the ones that made a trusted, enterprise-wide view of their data a priority years ago, that kept their systems open and extensible rather than locked into one vendor, and that treated transparency as a requirement rather than an afterthought. They were building this advantage before âcontextâ was a category, and the gap between them and everyone else is starting to compound. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"Most organizations will soon have access to similar foundation models, similar cloud infrastru
20cture, and similar copilots. Those have become table stakes fast. The advantage thatâs left canât be bought and is impossible to copy. Itâs the context thatâs unique to your organization. But the quality of it is something that needs intentional focus: how trustworthy, how transparent, how current, and how deeply itâs embedded into every decision is what matters. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"blockquote\",\"content\":[{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"left\"},\"content\":[{\"text\":\"\\\"The advantage that's left can't be bought and is impossible to copy. It's the context that's unique to your organization.\\\"\",\"type\":\"text\",\"marks\":[{\"type\":\"italic\"}]}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"That is the work Quantexa has been doing since before this conversation existed. We donât own the context layer, but we are one of its most foundational pieces: resolving fragmented data into trusted, real-world entities, connecting the relationships around them, governing how that intelligence is used, and making it available across the enterprise, whichever platforms or agents that enterprise runs. Itâs work weâve hardened in production, in regulated markets, where trust is not a slogan, and mistakes have consequences. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]},{\"type\":\"paragraph\",\"attrs\":{\"textAlign\":\"justify\"},\"content\":[{\"text\":\"So here is the one question I would leave every leader building an AI stack with: can you say, with evidence, who and what your data represents, and what itâs connected to? If you canât answer that cleanly, youâre missing a critical piece of your context layer, the real-world, resolved, governed piece, and that is exactly the piece weâve spent a decade building. If you can, context stops being another layer in architecture. It becomes the foundation for decisions people can explain, actions they can trust, and an advantage competitors cannot easily replicate. \",\"type\":\"text\",\"marks\":[{\"type\":\"textStyle\",\"attrs\":{\"color\":\"\"}}]}]}]},\"sidebar\":[],\"metatags\":{\"_uid\":\"61f2f4d9-076e-414d-9bdd-38a019854507\",\"title\":\"We've Built Context for a Decade - Vishal Marria\",\"plugin\":\"seo_metatags\",\"og_image\":\"https://a-us.storyblok.com/f/1012896/1024x681/706081ccd8/vishal-marria-ceo-quantexa-on-stage-at-quancon26.jpeg\",\"og_title\":\"We've Built Context for a Decade - Vishal Marria\",\"description\":\"We donât own the context layer, but we are one of its most foundational pieces: resolving fragmented data into trusted, real-world entities, connecting the relationships around them, governing how that intelligence is used.\",\"twitter_image\":\"https://a-us.storyblok.com/f/1012896/1024x681/706081ccd8/vishal-marria-ceo-quantexa-on-stage-at-quancon26.jpeg\",\"twitter_title\":\"We've Built Context for a Decade - Vishal Marria\",\"og_description\":\"We donât own the context layer, but we are one of its most foundational pieces: resolving fragmented data into trusted, real-world entities, connecting the relationships around them, governing how that intelligence is used.\",\"twitter_description\":\"We donât own the context layer, but we are one of its most foundational pieces: resolving fragmented data into trusted, real-world entities, connecting the relationships around them, governing how that intelligence is used.\"},\"subtitle\":\"Context isn't a new feature to bolt onto AI. It's the foundation that determines whether enterprises can trust the decisions AI makes â and we've spent ten years building it.\",\"component\":\"article\",\"solutions\":[\"8540e35f-4d46-4a09-ac1b-49789b5e3da1\"],\"collection\":[\"aa43f9a8-ebfe-427a-8def-631b479fe1a3\"],\"industries\":[\"c555c892-c724-4e04-be17-76bfd9b839d7\"],\"translated\":false,\"updated_at\":\"\",\"related_card\":\"b97396e7-08b9-4edf-bdfa-2eb4da72b739\",\"related_content\":[{\"cta\":[],\"_uid\":\"0d825afa-b000-4a8e-afe8-2f8bd3b98466\",\"t
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