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1<title data-next-head="">Documentation — Compile-Time Inference, Gate and Helix | Verificate</title><meta name="description" content="Product documentation for Verificate Compile-Time Inference, Gate and Helix: what each product does, the interfaces you can rely on, how they behave at their limits, and how to evaluate them." data-next-head=""/><link rel="canonical" href="https://verificate.ai/docs/" data-next-head=""/><meta property="og:type" content="website" data-next-head=""/><meta property="og:site_name" content="Verificate" data-next-head=""/><meta property="og:title" content="Documentation — Compile-Time Inference, Gate and Helix | Verificate" data-next-head=""/><meta property="og:description" content="Product documentation for Verificate Compile-Time Inference, Gate and Helix: what each product does, the interfaces you can rely on, how they behave at their limits, and how to evaluate them." data-next-head=""/><meta property="og:url" content="https://verificate.ai/docs/" data-next-head=""/><meta property="og:image" content="https://verificate.ai/logos/Verificate%20Green%20Background.png" data-next-head=""/><meta name="twitter:card" content="summary_large_image" data-next-head=""/><meta name="twitter:site" content="@V_erificate" data-next-head=""/><meta name="twitter:title" content="Documentation — Compile-Time Inference, Gate and Helix | Verificate" data-next-head=""/><meta name="twitter:description" content="Product documentation for Verificate Compile-Time Inference, Gate and Helix: what each product does, the interfaces you can rely on, how they behave at their limits, and how to evaluate them." data-next-head=""/><meta name="twitter:image" content="https://verificate.ai/logos/Verificate%20Green%20Background.png" data-next-head=""/><meta name="format-detection" content="telephone=no"/><link rel="preconnect" href="https://fonts.googleapis.com"/><link rel="preconnect" href="https://fonts.gstatic.com" crossorigin="anonymous"/><link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800&amp;display=swap" rel="stylesheet" media="print"/><link href="https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@400;500;600&amp;display=swap" rel="stylesheet" media="print"/><noscript><link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700;800&amp;display=swap" rel="stylesheet"/><link href="https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@400;500;600&amp;display=swap" rel="stylesheet"/></noscript><link rel="icon" href="/favicon.ico"/><link rel="apple-touch-icon" sizes="180x180" href="/apple-touch-icon.png"/><meta name="theme-color" content="#0a0a0f"/><meta name="mobile-web-app-capable" content="yes"/><meta name="apple-mobile-web-app-status-bar-style" content="black-translucent"/><link rel="preload" href="/_next/static/css/cea29e35e210b607.css" as="style"/><link rel="stylesheet" href="/_next/static/css/cea29e35e210b607.css" data-n-g=""/><noscript data-n-css=""></noscript>
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1</head><body class="bg-[#080A08] text-white antialiased"><div id="__next"><div class="vf-page"><a href="#page-content" class="sr-only focus:not-sr-only focus:fixed focus:top-2 focus:left-2 focus:z-[100] focus:bg-[#b2df85] focus:text-black focus:p-3 focus:rounded">Skip to content</a><header class="fixed top-0 inset-x-0 z-50 transition-all duration-300 "><div class="max-w-7xl mx-auto px-6 h-16 flex items-center justify-between"><a class="flex items-center gap-2.5 flex-shrink-0" href="/"><img src="/logos/Verificate Logo Green White.png" alt="Verificate" class="h-7"/></a><nav class="hidden lg:flex items-center gap-7 text-sm" aria-label="Primary"><div class="relative"><button type="button" aria-expanded="false" aria-controls="nav-solutions" class="inline-flex items-center gap-1 transition-colors focus:outline-none focus-visible:ring-2 focus-visible:ring-[#8CCB43]/70 rounded px-1 text-white/55 hover:text-white">Products<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-3.5 h-3.5 transition-transform "><path d="m6 9 6 6 6-6"></path></svg></button></div><div class="relative"><button type="button" aria-expanded="false" aria-controls="nav-examples" class="inline-flex items-center gap-1 transition-colors focus:outline-none focus-visible:ring-2 focus-visible:ring-[#8CCB43]/70 rounded px-1 text-white/55 hover:text-white">See it work<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-3.5 h-3.5 transition-transform "><path d="m6 9 6 6 6-6"></path></svg></button></div><div class="relative"><button type="button" aria-expanded="false" aria-controls="nav-company" class="inline-flex items-center gap-1 transition-colors focus:outline-none focus-visible:ring-2 focus-visible:ring-[#8CCB43]/70 rounded px-1 text-white/55 hover:text-white">Company<!-- --> <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-3.5 h-3.5 transition-transform "><path d="m6 9 6 6 6-6"></path></svg></button></div><a class="transition-colors text-white/55 hover:text-white" href="/articles">Learn</a><a class="transition-colors text-white font-medium" href="/docs">Docs</a><a class="transition-colors text-white/55 hover:text-white" href="/evidence">Evidence</a></nav><div class="hidden lg:flex items-center gap-4"><a class="text-sm text-white/55 hover:text-white transition-colors" href="/auth/login">Sign in</a><a href="https://calendar.app.google/uNs6AAPXKg1ZnLNX6" target="_blank" rel="noopener noreferrer" class="inline-flex items-center gap-1.5 px-4 py-2 rounded-lg bg-[#8CCB43] hover:bg-[#7cbb37] text-[#0A0D0A] font-semibold text-sm transition-colors"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4"><rect width="18" height="18" x="3" y="4" rx="2" ry="2"></rect><line x1="16" x2="16" y1="2" y2="6"></line><line x1="8" x2="8" y1="2" y2="6"></line><line x1="3" x2="21" y1="10" y2="10"></line></svg> Book a call</a></div><button class="lg:hidden p-2 text-white/70" aria-label="Menu"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-6 h-6"><line x1="4" x2="20" y1="12" y2="12"></line><line x1="4" x2="20" y1="6" y2="6"></line><line x1="4" x2="20" y1="18" y2="18"></line></svg></button></div></header><div hidden="" style="position:fixed;top:1px;left:1px;width:1px;height:0;padding:0;margin:-1px;overflow:hidden;clip:rect(0, 0, 0, 0);white-space:nowrap;border-width:0;display:none"></div><div id="page-content" tabindex="-1"></div><main id="main-content"><section class="max-w-7xl mx-auto px-6 pt-28 sm:pt-36 pb-12"><div class="flex items-center gap-2.5 text-[#8CCB43] font-mono text-[11px] sm:text-xs tracking-[0.13em] sm:tracking-[0.16em] uppercase font-semibold"><span class="w-5 h-px bg-[#8CCB43] shrink-0"></span><span class="min-w-0">Documentation</span></div><h1 class="mt-6 text-4xl sm:text-6xl leading-[1.06] tracking-tight font-semibold text-white max-w-4xl">Three products.<br/><span class="text-[#b2df85]">
1Three places to start.</span></h1><p class="mt-7 text-lg sm:text-xl text-[#ced7c5] leading-relaxed max-w-3xl">Each product is documented on its own, because each can be bought and used on its own. These pages describe what you can integrate with, observe and rely on — including where each product stops.</p></section><section class="max-w-7xl mx-auto px-6 pb-16"><div class="grid gap-5 lg:grid-cols-3"><a class="vf-product group vf-product-featured" href="/docs/compile-time-inference"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-7 h-7 text-[#a5d875]" aria-hidden="true"><path d="m12.83 2.18a2 2 0 0 0-1.66 0L2.6 6.08a1 1 0 0 0 0 1.83l8.58 3.91a2 2 0 0 0 1.66 0l8.58-3.9a1 1 0 0 0 0-1.83Z"></path><path d="m22 17.65-9.17 4.16a2 2 0 0 1-1.66 0L2 17.65"></path><path d="m22 12.65-9.17 4.16a2 2 0 0 1-1.66 0L2 12.65"></path></svg><h2 class="mt-6 text-2xl font-semibold text-white">Compile-Time Inference</h2><p class="vf-copy mt-4 flex-1">What it does, how knowledge is prepared and kept current, how missing evidence is handled, and how to evaluate it.</p><p class="mt-5 text-sm text-[#bac3b5]"><span class="text-white font-semibold">How you start: </span>Assisted evaluation — scope, sources and success criteria are agreed with you first.</p><span class="mt-7 flex items-center gap-2 text-sm font-semibold text-[#b2df85]">Read the <!-- -->Compile-Time Inference<!-- --> docs<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></a><a class="vf-product group " href="/docs/gate"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-7 h-7 text-[#a5d875]" aria-hidden="true"><path d="M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10"></path><path d="m9 12 2 2 4-4"></path></svg><h2 class="mt-6 text-2xl font-semibold text-white">Gate</h2><p class="vf-copy mt-4 flex-1">Connect Gate, read a verdict, act on findings, and add it to pull requests.</p><p class="mt-5 text-sm text-[#bac3b5]"><span class="text-white font-semibold">How you start: </span>Self-service — create an account, add the connection to your AI tool, and run a check.</p><span class="mt-7 flex items-center gap-2 text-sm font-semibold text-[#b2df85]">Read the <!-- -->Gate<!-- --> docs<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></a><a class="vf-product group " href="/docs/helix"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-7 h-7 text-[#a5d875]" aria-hidden="true"><rect width="20" height="8" x="2" y="2" rx="2" ry="2"></rect><rect width="20" height="8" x="2" y="14" rx="2" ry="2"></rect><line x1="6" x2="6.01" y1="6" y2="6"></line><line x1="6" x2="6.01" y1="18" y2="18"></line></svg><h2 class="mt-6 text-2xl font-semibold text-white">Helix</h2><p class="vf-copy mt-4 flex-1">Where Helix runs, the API your applications call, and how to use confidence signals.</p><p class="mt-5 text-sm text-[#bac3b5]"><span class="text-white font-semibold">How you start: </span>Licensed deployment — a container image you run in your own environment.</p><span class="mt-7 flex items-center gap-2 text-sm font-semibold text-[#b2df85]">Read the <!-- -->Helix<!-- --> docs<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></a></div></section><section class="max-w-7xl mx-auto px-6 vf-section border-t border-[#293622]"><div class="max-w-3xl"><div class="flex items-center gap-2.5 text-[#8CCB43] font-mono text-[11px] sm:text-xs tracking-[0.13em] sm:tracking-[0.16em] uppercase font-semibold"><span class="w-5 h-px bg-[#8CCB43] shrink-0"></span><span class="min-w-0">What these pages cover</span></div><h2 class="vf-heading mt-5">Useful to evaluate. Not a recipe to copy.</h2><div class="vf-copy mt-5"><p>Public documentation explains supported tasks, interfaces, operating behaviour, limits and how to run a fair evaluation. It does not publish the internal methods that make the products work. Approved evaluators can request deeper detail under an appropriate agreement.</p></div></div><div class="grid md:grid-cols-3 gap-5 mt-9"><a class="vf-card group" href="/evidence"><h3 class="text-lg font-semibold text-white">Looking for proof?</h3><p class="vf-copy mt-3">See which measurements support which claims, and what each one does not establish.</p><span class="mt-5 inline-flex items-center gap-2 text-sm font-semibold text-[#b2df85]">Evidence &amp; evaluation<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></a><a class="vf-card group" href="/articles/rag-vs-compile-time-inference"><h3 class="text-lg font-semibold text-white">Comparing with RAG?</h3><p class="vf-copy mt-3">Plain-language guides to where retrieval helps, where it falls short and what to test.</p><span class="mt-5 inline-flex items-center gap-2 text-sm font-semibold text-[#b2df85]">RAG vs Compile-Time Inference<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></a><a class="vf-card group" href="/security"><h3 class="text-lg font-semibold text-white">Security questions?</h3><p class="vf-copy mt-3">Deployment boundaries, data handling and how to reach the security team.</p><span class="mt-5 inline-flex items-center gap-2 text-sm font-semibold text-[#b2df85]">Security information<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></span></a></div><div class="mt-10 flex flex-wrap gap-3"><a class="vf-action" href="/contact">Ask a question<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-4 w-4 shrink-0" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></a><a class="vf-action vf-action-secondary" href="/research">Published research<svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="h-4 w-4 shrink-0" aria-hidden="true"><path d="M5 12h14"></path><path d="m12 5 7 7-7 7"></path></svg></a></div></section></main></div><footer class="bg-[#080A08] border-t border-white/[0.07]"><div class="max-w-7xl mx-auto px-6 py-14"><div class="grid gap-10 md:grid-cols-[1.4fr_1fr_1fr_1fr]"><div><img src="/logos/Verificate Logo Green White.png" alt="Verificate" class="h-7 mb-4"/><p class="text-sm text-white/50 max-w-xs leading-relaxed">Prepare knowledge with Compile-Time Inference. Check AI-written work with Gate. Run supported models on your infrastru
1cture with Helix. Three independently available products, built in Australia. Helix deployed at UNSW.</p><a href="https://calendar.app.google/uNs6AAPXKg1ZnLNX6" target="_blank" rel="noopener noreferrer" class="mt-5 inline-flex items-center gap-1.5 text-sm font-semibold text-[#8CCB43] hover:text-[#a5db6b] transition-colors">Book a call →</a><div class="mt-6 flex items-center gap-3"><a href="https://x.com/V_erificate" target="_blank" rel="noopener noreferrer" aria-label="Verificate on X" class="w-9 h-9 rounded-lg border border-white/10 flex items-center justify-center text-white/55 hover:text-[#8CCB43] hover:border-[#8CCB43]/40 transition-colors"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4"><path d="M22 4s-.7 2.1-2 3.4c1.6 10-9.4 17.3-18 11.6 2.2.1 4.4-.6 6-2C3 15.5.5 9.6 3 5c2.2 2.6 5.6 4.1 9 4-.9-4.2 4-6.6 7-3.8 1.1 0 3-1.2 3-1.2z"></path></svg></a><a href="https://www.linkedin.com/in/atkinsoncraigm" target="_blank" rel="noopener noreferrer" aria-label="Founder on LinkedIn" class="w-9 h-9 rounded-lg border border-white/10 flex items-center justify-center text-white/55 hover:text-[#8CCB43] hover:border-[#8CCB43]/40 transition-colors"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4"><path d="M16 8a6 6 0 0 1 6 6v7h-4v-7a2 2 0 0 0-2-2 2 2 0 0 0-2 2v7h-4v-7a6 6 0 0 1 6-6z"></path><rect width="4" height="12" x="2" y="9"></rect><circle cx="4" cy="4" r="2"></circle></svg></a><a href="https://github.com/Verificate-Dev" target="_blank" rel="noopener noreferrer" aria-label="Verificate on GitHub" class="w-9 h-9 rounded-lg border border-white/10 flex items-center justify-center text-white/55 hover:text-[#8CCB43] hover:border-[#8CCB43]/40 transition-colors"><svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4"><path d="M15 22v-4a4.8 4.8 0 0 0-1-3.5c3 0 6-2 6-5.5.08-1.25-.27-2.48-1-3.5.28-1.15.28-2.35 0-3.5 0 0-1 0-3 1.5-2.64-.5-5.36-.5-8 0C6 2 5 2 5 2c-.3 1.15-.3 2.35 0 3.5A5.403 5.403 0 0 0 4 9c0 3.5 3 5.5 6 5.5-.39.49-.68 1.05-.85 1.65-.17.6-.22 1.23-.15 1.85v4"></path><path d="M9 18c-4.51 2-5-2-7-2"></path></svg></a></div><div class="mt-6 text-xs text-white/30">Investor enquiries — <a href="/cdn-cgi/l/email-protection#ddb4b3bbb29dabb8afb4bbb4bebca9b8f3bcb4" class="text-[#8CCB43]/80 hover:text-[#8CCB43]"><span class="__cf_email__" data-cfemail="b2dbdcd4ddf2c4d7c0dbd4dbd1d3c6d79cd3db">[email&#160;protected]</span></a></div></div><div><div class="font-mono text-[11px] tracking-[0.14em] uppercase text-white/40 mb-4">Products</div><ul class="space-y-2.5 text-sm text-white/60"><li><a class="hover:text-white transition-colors" href="/compile-time-inference">Verificate Compile-Time Inference</a></li><li><a class="hover:text-white transition-colors" href="/gate">Verificate Gate</a></li><li><a class="hover:text-white transition-colors" href="/inference">Verificate Helix</a></li><li class="pt-2 mt-1 border-t border-white/[0.06]"><span class="font-mono text-[10px] uppercase tracking-wider text-white/35">Examples</span></li><li><a class="inline-flex items-center gap-2 hover:text-white transition-colors" href="/hybrid-vlm">Video — Hybrid-VLM<span class="font-mono text-[9px] uppercase tracking-wider text-[#0A0D0A] bg-[#8CCB43] rounded px-1.5 py-px">Key</span></a></li><li><a href="/kevin/workbench/" class="hover:text-white transition-colors">Legal — Kevin</a></li><li><a class="hover:text-white transition-colors" href="/genomics">Genomics</a></li><li><a class="hover:text-white transition-colors" href="/docs">Product documentation</a></li><li><a class="hover:text-white transition-colors" href="/evidence">Evidence &amp; 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1Book a call</a></li></ul></div></div><div class="mt-12 pt-6 border-t border-white/[0.07] space-y-4 text-xs text-white/40 leading-relaxed"><div class="flex flex-wrap items-center gap-x-4 gap-y-2"><span class="font-semibold text-white/60">Verificate™ Pty Ltd</span><span>ACN 681 762 818</span><span>Sydney, NSW, Australia</span><a href="/cdn-cgi/l/email-protection#224b4c444d625447504b444b414356470c434b" class="hover:text-white transition-colors"><span class="__cf_email__" data-cfemail="1e777078715e687b6c7778777d7f6a7b307f77">[email&#160;protected]</span></a><span class="hidden sm:block flex-1"></span><a class="hover:text-white transition-colors" href="/legal">Legal &amp; trademarks</a><a class="hover:text-white transition-colors" href="/security">Trust &amp; security</a><a class="hover:text-white transition-colors" href="/privacy">Privacy</a><a class="hover:text-white transition-colors" href="/terms">Terms</a></div><div class="flex flex-wrap items-center gap-x-4 gap-y-1 text-white/30"><span><span class="font-mono text-[#8CCB43]/80">[M]</span> measured</span><span><span class="font-mono text-white/50">[EP]</span> engineering proof</span><span><span class="font-mono text-[#E0A94A]/80">[R]</span> roadmap · forward-looking</span><a class="underline decoration-white/20 hover:text-white/60" href="/legal">see claim substantiation →</a></div><p class="text-white/30 max-w-4xl">Verificate™, HELIX™ and the Verificate logo are trademarks of Verificate Pty Ltd. All other product names and logos are trademarks of their respective owners, used for identification and comparison only, without implying endorsement or affiliation. Roadmap items and other non-historical statements are forward-looking and subject to change; see<!-- --> <a class="underline decoration-white/20 hover:text-white/60" href="/legal">Legal</a>. Nothing on this site is an offer of securities or investment advice.</p><div>© 2026 Verificate Pty Ltd. All rights reserved. · Sovereign by design.</div></div></div></footer></div>
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