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.megf-1i:is(.x-effect-exit,.x-effect-entering,.x-effect-exiting) {animation-timing-function:ease-out;transition-timing-function:ease-out;animation-delay:80ms;transition-delay:80ms;}.megf-1j{opacity:0;}:where(body:not(.tco-disable-effects)) .megf-1j:hover,:where(body:not(.tco-disable-effects)) [data-x-effect-provider*="effects"]:hover .megf-1j{opacity:1;}.megf-1k.x-text{margin-top:0px;margin-right:0px;margin-left:0px;font-family:"geist-mono",sans-serif;font-weight:500;line-height:1.33333;letter-spacing:0.2em;text-transform:uppercase;}.megf-1l.x-text{margin-bottom:24px;color:#5e5ad1;}.megf-1m.x-text{border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;font-style:normal;}.megf-1m.x-text > :first-child{margin-top:0;}.megf-1m.x-text > :last-child{margin-bottom:0;}.megf-1n.x-text{font-size:12px;}.megf-1o.x-text{text-transform:none;}.megf-1p.x-text{font-family:"geist",sans-serif;}.megf-1q.x-text{font-size:16px;line-height:1.5;color:#111c2db8;}.megf-1r.x-text{font-weight:500;}.megf-1s.x-text{letter-spacing:0em;}.megf-1t.x-text{font-size:14px;}.megf-1u.x-text{line-height:1.28571;letter-spacing:-0.01em;}.megf-1v.x-text{color:#f5f3ef;}.megf-1w.x-text{font-weight:400;line-height:1.142857143;}.megf-1x.x-text{color:#f5f3ef8f;}.megf-1y.x-text{margin-bottom:8px;color:#a0afee;}.megf-1z.x-text{font-family:inherit;font-weight:inherit;line-height:1.33;}.megf-20.x-text{font-family:"geist",sans-serif;font-weight:500;line-height:1.4;}.megf-21.x-text{margin-top:0px;margin-right:0px;margin-left:0px;}.megf-21.x-text .x-text-content-text-primary{letter-spacing:-0.02em;margin-right:calc(-0.02em * -1);}.megf-22.x-text{margin-bottom:24px;}.megf-23.x-text{border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;font-size:1em;}.megf-23.x-text .x-text-content-text-primary{font-family:"geist",sans-serif;font-style:normal;text-transform:none;}.megf-24.x-text .x-text-content-text-primary{font-size:48px;line-height:1.055555556;}.megf-25.x-text .x-text-content-text-primary{font-weight:300;}.megf-26.x-text .x-text-content-text-primary{color:#111c2d;}.megf-27.x-text .x-text-content{display:flex;flex-direction:column;justify-content:flex-start;align-items:flex-start;row-gap:16px;column-gap:16px;}.megf-27.x-text .x-text-content-text-primary{font-size:28px;}.megf-27.x-text .x-graphic {margin-top:0em;margin-right:0.5em;margin-bottom:0em;margin-left:0em;}.megf-27.x-text .x-graphic-icon {font-size:1.25em;width:auto;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;}.megf-27.x-text .x-graphic-icon > svg{color:rgba(0,0,0,1);}.megf-27.x-text .x-graphic-image {width:48px;}.megf-29.x-text .x-text-content-text-primary{line-height:1.142857143;}.megf-2a.x-text .x-text-content-text-primary{font-size:14px;}.megf-2b.x-text .x-text-content-text-primary{font-weight:400;color:#f5f3ef8f;}.megf-2c.x-text .x-text-content-text-primary{font-weight:400;letter-spacing:0em;}.megf-2d.x-text .x-text-content-text-primary{color:#f5f3ef;}.megf-2e.x-text .x-text-content-text-primary{color:#ffffff;}.megf-2f.x-text{max-width:580px;margin-bottom:16px;}.megf-2f.x-text .x-text-content-text-primary{font-size:24px;line-height:1.17;}.megf-2g.x-row{z-index:auto;margin-right:auto;margin-left:auto;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;font-size:1em;}.megf-2g > .x-row-inner{flex-direction:row;}.megf-2h > .x-row-inner{margin-top:calc(((0px / 2) + 1px) * -1);margin-right:calc(((0px / 2) + 1px) * -1);margin-bottom:calc(((0px / 2) + 1px) * -1);margin-left:calc(((0px / 2) + 1px) * -1);}.megf-2h > .x-row-inner > *{flex-grow:1;}.megf-2i.x-row{padding-top:1px;padding-right:1px;padding-bottom:1px;padding-left:1px;}.megf-2i > .x-row-inner{align-items:stretch;align-content:stretch;}.megf-2j > .x-row-inner{justify-content:flex-start;}.megf-2k.x-row{margin-top:0px;}.megf-2l.x-row{margin-bottom:0px;}.megf-2m > .x-row-inner{margin-top:calc(((24px / 2) + 1px) * -1);margin-right:calc(((2.441em / 2) + 1px) * -1);margin-bottom:calc(((24px / 2) + 1px) * -1);margin-left:calc(((2.441em / 2) + 1px) * -1);}.megf-2m > .x-row-inner > *{margin-top:calc(24px / 2);margin-bottom:calc(24px / 2);margin-right:calc(2.441em / 2);margin-left:calc(2.441em / 2);}.megf-2n.x-row{width:90%;max-width:1440px;}.megf-2o.x-row{margin-bottom:80px;}.megf-2o > .x-row-inner{margin-top:calc(((60px / 2) + 1px) * -1);margin-bottom:calc(((60px / 2) + 1px) * -1);}.megf-2o > .x-row-inner > *{margin-top:calc(60px / 2);margin-bottom:calc(60px / 2);}.megf-2p > .x-row-inner{justify-content:space-between;margin-right:calc(((20px / 2) + 1px) * -1);margin-left:calc(((20px / 2) + 1px) * -1);}.megf-2p > .x-row-inner > *{margin-right:calc(20px / 2);margin-left:calc(20px / 2);}.megf-2q.x-row{padding-top:37px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.megf-2q > .x-row-inner{align-items:center;align-content:center;margin-top:calc((40px / 2) * -1);margin-right:calc((1rem / 2) * -1);margin-bottom:calc((40px / 2) * -1);margin-left:calc((1rem / 2) * -1);}.megf-2q > .x-row-inner > *{margin-right:calc(1rem / 2);margin-left:calc(1rem / 2);}.megf-2r > .x-row-inner > *{margin-top:calc(40px / 2);margin-bottom:calc(40px / 2);}.megf-2s.x-row{width:100%;}.megf-2t.x-row{margin-top:40px;margin-bottom:40px;}.megf-2t > .x-row-inner{margin-top:calc(((40px / 2) + 1px) * -1);margin-bottom:calc(((40px / 2) + 1px) * -1);}.megf-2u{--gap:0px;}.megf-2u > .x-row-inner > *:nth-child(3n - 0) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-2u > .x-row-inner > *:nth-child(3n - 1) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-2u > .x-row-inner > *:nth-child(3n - 2) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-2v{--gap:2.441em;}.megf-2w > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-2x > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-2y > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-2z{--gap:20px;}.megf-30 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(16.666666667% - clamp(0px,var(--gap),9999px));}.megf-31{--gap:1rem;}.megf-32 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-32 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(66.66% - clamp(0px,var(--gap),9999px));}.megf-33 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(16.666666667% - clamp(0px,var(--gap),9999px));}.megf-34 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(28.19% - clamp(0px,var(--gap),9999px));}.megf-34 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(71.81% - clamp(0px,var(--gap),9999px));}.megf-35 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(16.666666667% - clamp(0px,var(--gap),9999px));}.megf-36 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-36 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(66.66% - clamp(0px,var(--gap),9999px));}.megf-37.x-col{overflow-x:hidden;overflow-y:hidden;flex-direction:column;justify-content:space-between;padding-top:40px;padding-right:40px;padding-bottom:40px;padding-left:40px;background-color:#f1efe9;}.megf-38.x-col{display:flex;}.megf-39.x-col{align-items:flex-start;flex-wrap:wrap;align-content:flex-start;}.megf-3a.x-col{z-index:1;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;font-size:1em;}.megf-3b.x-col{flex-direction:row;}.megf-3c.x-col{justify-content:flex-start;align-items:baseline;}.megf-3e.x-col{max-width:232px;}.megf-3f.x-col{justify-content:flex-end;}.megf-3g.x-col{max-width:400px;}.megf-3h{width:1em;font-size:1em;}.megf-3h > svg{color:#5e5ad1;}.megf-3i{border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;}.megf-3j{font-size:20px;}.megf-3j > svg{color:#f5f3ef;}.megf-3k.x-anchor {border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;font-size:1em;}.megf-3k.x-anchor .x-anchor-content {display:flex;flex-direction:row;justify-content:center;align-items:center;}.megf-3k.x-anchor .x-graphic-icon {font-size:24px;width:auto;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;}.megf-3k.x-anchor .x-graphic-icon > svg{color:#14194D99;}.megf-3k.x-anchor:hover .x-graphic-icon > svg,.megf-3k.x-anchor[class*="active"] .x-graphic-icon > svg,[data-x-effect-provider*="colors"]:hover .megf-3k.x-anchor .x-graphic-icon > svg {color:#14194D;}.megf-3k.x-anchor:hover .x-graphic-icon,.megf-3k.x-anchor[class*="active"] .x-graphic-icon,[data-x-effect-provider*="colors"]:hover .megf-3k.x-anchor .x-graphic-icon {color:#14194D;}.megf-3l.x-image{font-size:1em;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;}.megf-3l.x-image img{aspect-ratio:auto;}.megf-3m.x-image{max-width:50px;}.megf-3n.x-image{max-width:100px;}.megf-3o{width:100%;max-width:none;border-top-width:1.5px;border-right-width:0;border-bottom-width:0;border-left-width:0;border-top-style:solid;border-right-style:solid;border-bottom-style:solid;border-left-style:solid;font-size:1em;}.megf-3p{margin-top:40px;margin-right:0px;margin-left:0px;border-top-color:#f5f3ef29;border-right-color:#f5f3ef29;border-bottom-color:#f5f3ef29;border-left-color:#f5f3ef29;}.megf-3q{margin-bottom:24px;}.megf-3r{border-top-color:#f5f3ef14;border-right-color:#f5f3ef14;border-bottom-color:#f5f3ef14;border-left-color:#f5f3ef14;}.megf-3s{margin-bottom:40px;}.megf-3t.x-grid{grid-gap:40px 40px;}
138.megf-3u.x-grid{justify-content:center;align-content:start;justify-items:stretch;align-items:stretch;z-index:auto;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;font-size:1em;grid-template-rows:auto;}.megf-3v.x-grid{grid-template-columns:1fr;}.megf-3w.x-grid{grid-gap:88px 40px;}.megf-3x.x-grid{grid-gap:1rem 29px;margin-top:0px;margin-right:auto;margin-bottom:0px;margin-left:auto;grid-template-columns:1fr 1fr;}.megf-3y.x-cell{grid-column-start:auto;grid-column-end:auto;grid-row-start:auto;grid-row-end:auto;justify-self:auto;align-self:auto;z-index:auto;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;font-size:1em;}.megf-3z.x-cell{display:flex;flex-direction:column;justify-content:flex-start;align-items:flex-start;row-gap:16px;column-gap:16px;}@media screen and (max-width:1199px){.megf-18{justify-content:flex-start;}.megf-2o > .x-row-inner{justify-content:flex-start;}.megf-30 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-32 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(35% - clamp(0px,var(--gap),9999px));}.megf-32 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(65% - clamp(0px,var(--gap),9999px));}.megf-33 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-34 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(40.74% - clamp(0px,var(--gap),9999px));}.megf-34 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(59.26% - clamp(0px,var(--gap),9999px));}.megf-35 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(33.33% - clamp(0px,var(--gap),9999px));}.megf-36 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(35% - clamp(0px,var(--gap),9999px));}.megf-36 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(65% - clamp(0px,var(--gap),9999px));}.megf-3e.x-col{max-width:none;}.megf-3w.x-grid{grid-gap:40px 40px;}.megf-3x.x-grid{grid-template-columns:1fr;}}@media screen and (min-width:979px) and (max-width:1199px){.megf-24.x-text .x-text-content-text-primary{font-size:54px;}}@media screen and (max-width:978px){.megf-2u > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-30 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-30 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-32 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(45% - clamp(0px,var(--gap),9999px));}.megf-32 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(55% - clamp(0px,var(--gap),9999px));}.megf-33 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-33 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-34 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-35 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-35 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-36 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(45% - clamp(0px,var(--gap),9999px));}.megf-36 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(55% - clamp(0px,var(--gap),9999px));}.megf-3g.x-col{max-width:none;}}@media screen and (min-width:767px) and (max-width:1199px){.megf-k{padding-top:40px;padding-right:40px;padding-bottom:40px;padding-left:40px;}.megf-n{margin-bottom:60px;}}@media screen and (min-width:767px) and (max-width:978px){.megf-24.x-text .x-text-content-text-primary{font-size:46px;}}@media screen and (max-width:766px){.megf-0{padding-top:4px;padding-right:4px;padding-bottom:4px;padding-left:4px;}.megf-k{padding-top:20px;padding-right:20px;padding-bottom:20px;padding-left:20px;}.megf-n{margin-bottom:40px;}.megf-12{top:16px;right:16px;}.megf-13{padding-top:60px;padding-bottom:32px;}.megf-1b{padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px;}.megf-1c{margin-top:16px;margin-bottom:16px;}.megf-30 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-30 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-32 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-33 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-33 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-35 > .x-row-inner > *:nth-child(2n - 0) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-35 > .x-row-inner > *:nth-child(2n - 1) {flex-basis:calc(50% - clamp(0px,var(--gap),9999px));}.megf-36 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}}@media screen and (min-width:480px) and (max-width:766px){.megf-24.x-text .x-text-content-text-primary{font-size:36px;}}@media screen and (min-width:480px) and (max-width:1199px){.megf-2f.x-text .x-text-content-text-primary{font-size:22px;}.megf-37.x-col{padding-top:30px;padding-right:30px;padding-bottom:30px;padding-left:30px;}}@media screen and (max-width:479px){.megf-18{row-gap:12px;column-gap:12px;}.megf-1k.x-text{font-size:10px;}.megf-24.x-text .x-text-content-text-primary{font-size:32px;}.megf-28.x-text .x-text-content-text-primary{font-size:20px;}.megf-30 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-33 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-34 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-35 > .x-row-inner > *:nth-child(1n - 0) {flex-basis:calc(100% - clamp(0px,var(--gap),9999px));}.megf-37.x-col{padding-top:24px;padding-right:24px;padding-bottom:24px;padding-left:24px;}}footer #contact_modal{display:none;}
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535 536 </div></div><div class="x-div e18740-e14 megk-6 megk-8 megk-d megk-g megk-j header_right_content"><div class="x-div x-hide-xs e18740-e15 megk-8 megk-9 megk-b megk-c"><div class="x-div e18740-e16 megk-8 megk-9 megk-b megk-c nav_btn"><a class="x-anchor x-anchor-button e18740-e17-v0 megk-o megk-p megk-2 megk-3" tabindex="0" href="#connect-with-us"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary"> Get started</span></div></div></a></div></div></div></div></div></div></div><div class="e18740-e1 megk-0 x-bar-space x-bar-space-top x-bar-space-h main_header" style="display: none;"></div> </header> 537 538 <div id="x-main" class="x-main full" role="main" tabindex="-1"> 539 540 541 <article id="post-18689" class="post-18689 page type-page status-publish hentry no-post-thumbnail"> 542 543 544<div class="entry-content content"> 545 546 547 <div id="cs-content" class="cs-content"><div class="x-section e18689-e1 mef5-0 mef5-1 mef5-2"><div class="x-div e18689-e2 mef5-z mef5-10 mef5-11 mef5-12 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-7 mef5-8 mef5-9 mef5-a mef5-b mef5-c mef5-d x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-div e18689-e3 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-19 mef5-e gsap_anim" data-y="200" data-opacity="1"><picture> 548 <source media="(max-width:600px)" srcset='https://s46486.pcdn.co/wp-content/uploads/2022/01/Snorkel-HIW-BG-mobile_min.webp'> 549 <img 550 src='https://s46486.pcdn.co/wp-content/uploads/2022/01/Snorkel-HIW-BG_desktop.webp' 551 alt='How it owrks Banner' 552 width='12010' 553 height='964' 554 fetchpriority="high" 555 loading="eager" 556 decoding="async" 557 class="no-lazy" 558 > 559</picture></div></div><div class="x-div e18689-e5 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1a mef5-1b mef5-1c mef5-1d"><div class="x-div e18689-e6 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1e mef5-1f mef5-1g mef5-1h mef5-1i mef5-1j mef5-1k"><div class="x-text x-content e18689-e7 mef5-2g mef5-2h mef5-2i mef5-2j mef5-2k mef5-2l mef5-2m mef5-2n mef5-b mef5-c mef5-f mef5-g mef5-h mef5-i x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><p>your frontier data factory</p></div><div class="x-text x-text-headline e18689-e8 mef5-3h mef5-3i mef5-3j mef5-3k mef5-3l mef5-7 mef5-b mef5-c mef5-g mef5-h mef5-i mef5-j mef5-k x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">Better data is built, not collected</h2> 560</div></div></div><div class="x-text x-content e18689-e9 mef5-2g mef5-2h mef5-2j mef5-2n mef5-2o mef5-2p mef5-2q mef5-2r mef5-2s mef5-2t mef5-2u mef5-2v mef5-2w mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-l x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}">Snorkel combines task design, programmatic checks, calibrated expert review, and realistic evaluation environments to create measurable training signal for frontier models and agents.</div><div class="x-div e18689-e10 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1e mef5-1i mef5-1l mef5-1m mef5-1n mef5-7 mef5-9 mef5-b mef5-c mef5-d mef5-g mef5-m x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><a class="x-anchor x-anchor-button e18689-e11-v0 mef5-3u mef5-3v mef5-3w mef5-3x mef5-3y mef5-n mef5-t" tabindex="0" href="/talk-to-an-expert-expert-data-as-a-service/" data-wpel-link="internal"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Request dataset samples</span></div></div></a><a class="x-anchor x-anchor-button e18689-e12-v0 mef5-3v mef5-3w mef5-3y mef5-3z mef5-40 mef5-41 mef5-42 mef5-n mef5-u" tabindex="0" href="#connect-with-us"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Talk to our team</span></div></div></a></div></div></div></div><div class="x-section e18689-e13 mef5-1 mef5-3 mef5-4"><div class="x-div e18689-e14 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1a mef5-1b mef5-1c mef5-1d"><div class="x-div e18689-e15 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1c mef5-1d mef5-1o"><div class="x-text x-text-headline e18689-e16 mef5-3h mef5-3i mef5-3j mef5-3m mef5-3n mef5-3o mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-j x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">We build for the edges of <span style="color: #5E5AD1;">the frontier</span></h2> 561</div></div></div><div class="x-text x-content e18689-e17 mef5-2g mef5-2j mef5-2n mef5-2q mef5-2s mef5-2t mef5-2u mef5-2v mef5-2x mef5-2y mef5-2z mef5-b mef5-c mef5-g mef5-i mef5-o x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}">Frontier models stall on specialized tasks, benchmark blind spots, and failure modes that only show up at the edges. Snorkel builds the data, evals, and environments needed to close those gaps.</div></div></div></div><div class="x-section e18689-e18 mef5-1 mef5-2 mef5-3"><div class="x-div e18689-e19 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1a mef5-1b mef5-1c mef5-1d"><div class="x-div e18689-e20 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1p mef5-1q mef5-1r"><div class="x-text x-content e18689-e21 mef5-2g mef5-2h mef5-2i mef5-2j mef5-2k mef5-2l mef5-2m mef5-2n mef5-b mef5-c mef5-f mef5-g mef5-h mef5-i x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><p>how we work</p></div><div class="x-text x-text-headline e18689-e22 mef5-3h mef5-3j mef5-3l mef5-3n mef5-3p mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-k x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">Measure where models <span style="color: #A0AFEE;">break</span></h2> 562</div></div></div><div class="x-text x-content e18689-e23 mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-2w mef5-30 mef5-31 mef5-32 mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-l x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><p>Curate data and environments against those failures. Refine the system until performance improves. Repeat.</p></div></div><div class="x-grid e18689-e24 mef5-48 mef5-49 mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-m x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><div class="x-cell e18689-e25 mef5-4b mef5-4c"><div class="x-div e18689-e26 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1s mef5-1t"><div class="x-text x-content e18689-e27 mef5-2j mef5-2k mef5-2m mef5-2n mef5-2r mef5-2t mef5-2u mef5-2v mef5-31 mef5-33">01</div></div><div class="x-text x-content e18689-e28 mef5-2g mef5-2h mef5-2i mef5-2j mef5-2n mef5-2q mef5-2v mef5-34 mef5-35 mef5-36">Evaluate</div><div class="x-text x-content e18689-e29 mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-31 mef5-32 mef5-37 mef5-7">
562Measure behavior against task-specific benchmarks inside realistic environments, with programmatically defined pass/fail criteria.</div></div><div class="x-cell e18689-e30 mef5-4b mef5-4c"><div class="x-div e18689-e31 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1s mef5-1t"><div class="x-text x-content e18689-e32 mef5-2j mef5-2k mef5-2m mef5-2n mef5-2r mef5-2t mef5-2u mef5-2v mef5-31 mef5-33">02</div></div><div class="x-text x-content e18689-e33 mef5-2g mef5-2h mef5-2i mef5-2j mef5-2n mef5-2q mef5-2v mef5-34 mef5-35 mef5-36">Curate</div><div class="x-text x-content e18689-e34 mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-31 mef5-32 mef5-37 mef5-7">Run rubric-guided pipelines with calibrated experts in the loop, including environment construction with the tools, documents, and verifiable reward signals agents are rigorously evaluated against.</div></div><div class="x-cell e18689-e35 mef5-4b mef5-4c"><div class="x-div e18689-e36 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1s mef5-1t"><div class="x-text x-content e18689-e37 mef5-2j mef5-2k mef5-2m mef5-2n mef5-2r mef5-2t mef5-2u mef5-2v mef5-31 mef5-33">03</div></div><div class="x-text x-content e18689-e38 mef5-2g mef5-2h mef5-2i mef5-2j mef5-2n mef5-2q mef5-2v mef5-34 mef5-35 mef5-36">Refine</div><div class="x-text x-content e18689-e39 mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-31 mef5-32 mef5-37 mef5-7">Analyze disagreements, trace failures, and map coverage gaps. Update rubrics, expand benchmarks, and target the next collection cycle for underperforming slices.</div></div></div></div></div><div class="x-section e18689-e40 mef5-1 mef5-3 mef5-5"><div class="x-div e18689-e41 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1a mef5-1b mef5-1c mef5-1d"><div class="x-div e18689-e42 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1r mef5-1u"><div class="x-text x-content e18689-e43 mef5-2g mef5-2h mef5-2i mef5-2j mef5-2k mef5-2l mef5-2m mef5-2n mef5-b mef5-c mef5-f mef5-g mef5-h mef5-i x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}">EXPERT-IN-THE-LOOP</div><div class="x-text x-text-headline e18689-e44 mef5-3h mef5-3j mef5-3l mef5-3n mef5-3p mef5-3q mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-k x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">Programmatic scale. Human precision. <span style="color: #A0AFEE;">Together.</span></h2> 563</div></div></div><div class="x-text x-content e18689-e45 mef5-2g mef5-2j mef5-2n mef5-2p mef5-2q mef5-2t mef5-2u mef5-2v mef5-2w mef5-32 mef5-38 mef5-39 mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-l x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><p><span style="font-weight: 400;">Every dataset Snorkel builds is shaped by domain experts who understand the real-world context models will operate in. The result is training signal that reflects how decisions are actually made, not just how they look on the leaderboard.</span></p></div><div class="x-div e18689-e46 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1e mef5-1g mef5-1h mef5-1i mef5-1j mef5-1l mef5-1v"><div class="x-div e18689-e47 mef5-z mef5-10 mef5-13 mef5-1e mef5-1g mef5-1h mef5-1l mef5-1v mef5-1w mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-m mef5-p x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><div class="x-div e18689-e48 mef5-z mef5-13 mef5-14 mef5-15 mef5-16 mef5-1x"><span class="x-icon e18689-e49 mef5-4e" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Pro 7.3.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2026 Fonticons, Inc. -->
563<path fill="currentColor" d="M434.8 70.1c14.3 10.4 17.5 30.4 7.1 44.7l-256 352c-5.5 7.6-14 12.3-23.4 13.1s-18.5-2.7-25.1-9.3l-128-128c-12.5-12.5-12.5-32.8 0-45.3s32.8-12.5 45.3 0l101.5 101.5 234-321.7c10.4-14.3 30.4-17.5 44.7-7.1z"/></svg></span></div><div class="x-text x-content e18689-e50 mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-31 mef5-36 mef5-3a">1,000+ expert-level domains covered</div></div></div><div class="x-div e18689-e51 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1d mef5-1e mef5-1g mef5-1i mef5-1l mef5-1n mef5-1q mef5-1y mef5-7 mef5-9 mef5-b mef5-c mef5-d mef5-g mef5-q x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><a class="x-anchor x-anchor-button e18689-e52-v0 mef5-3v mef5-3w mef5-3y mef5-40 mef5-41 mef5-42 mef5-43 mef5-n mef5-v" tabindex="0" href="/data-development" data-wpel-link="internal"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Learn more</span></div></div></a></div></div><div class="x-div e18689-e53-v0 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17" style="--tco-dcef5-3:#f5f3ef;--tco-dcef5-4:#f5f3ef8f;--tco-dcef5-5:#999999;--tco-dcef5-6:#a0afee;"><div class="x-row e18689-e53-v1 mef5-4f mef5-4g mef5-4i" data-x-slide-context=""><div class="x-row-inner"><div class="x-col e18689-e53-v2 mef5-4k"><div class="x-div e18689-e53-v4 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-21"><div class="x-div e18689-e53-v5 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17"><div class="x-slide-container-viewport is-loading e18689-e53-v6 mef5-4o" data-x-slide-container="{"keyboardNavigation":true,"autoplayStartInView":true,"startingSlide":1,"swipe":"","autoplay":"interval","stacked":true}"><div class="x-slide-container-content"><div class="x-slide-container is-stacked"><div class="x-slide e18689-e53-v7 mef5-4p mef5-b mef5-c mef5-i mef5-r x-effect-exit" data-x-slide="" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><span class="x-image e18689-e53-v8 mef5-4q"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxMjYwIiBoZWlnaHQ9IjkwMCIgdmlld0JveD0iMCAwIDEyNjAgOTAwIj48cmVjdCB3aWR0aD0iMTAwJSIgaGVpZ2h0PSIxMDAlIiBzdHlsZT0iZmlsbDojZmFmY2ZmO2ZpbGwtb3BhY2l0eTogMDsiLz48L3N2Zz4=" decoding="async" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Meta-evaluation-img.png" width="1260" height="900" alt="Meta-evaluation thumbnail"><noscript><img decoding="async" src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Meta-evaluation-img.png" width="1260" height="900" alt="Meta-evaluation thumbnail"></noscript></span></div><div class="x-slide e18689-e53-v7 mef5-4p mef5-b mef5-c mef5-i mef5-r x-effect-exit" data-x-slide="" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><span class="x-image e18689-e53-v8 mef5-4q"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNjgwIiBoZWlnaHQ9IjEyMDAiIHZpZXdCb3g9IjAgMCAxNjgwIDEyMDAiPjxyZWN0IHdpZHRoPSIxMDAlIiBoZWlnaHQ9IjEwMCUiIHN0eWxlPSJmaWxsOiNmYWZjZmY7ZmlsbC1vcGFjaXR5OiAwOyIvPjwvc3ZnPg==" decoding="async" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Evaluator-development-image.png" width="1680" height="1200" alt="Evaluator development thumbnail"><noscript><img decoding="async" src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Evaluator-development-image.png" width="1680" height="1200" alt="Evaluator development thumbnail"></noscript></span></div><div class="x-slide e18689-e53-v7 mef5-4p mef5-b mef5-c mef5-i mef5-r x-effect-exit" data-x-slide="" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><span class="x-image e18689-e53-v8 mef5-4q"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxMjYwIiBoZWlnaHQ9IjkwMCIgdmlld0JveD0iMCAwIDEyNjAgOTAw
563Ij48cmVjdCB3aWR0aD0iMTAwJSIgaGVpZ2h0PSIxMDAlIiBzdHlsZT0iZmlsbDojZmFmY2ZmO2ZpbGwtb3BhY2l0eTogMDsiLz48L3N2Zz4=" decoding="async" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Expert-correction-and-feedback-img.png" width="1260" height="900" alt="Expert correction and feedback thumbnail"><noscript><img decoding="async" src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Expert-correction-and-feedback-img.png" width="1260" height="900" alt="Expert correction and feedback thumbnail"></noscript></span></div></div></div></div></div></div></div><div class="x-col e18689-e53-v9 mef5-4k mef5-4l mef5-4m"><div class="x-div e18689-e53-v10 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1e mef5-1f mef5-1g mef5-1h"><div class="x-div e18689-e53-v11 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-17 mef5-18 mef5-22 mef5-c mef5-h mef5-p mef5-s sld-nav-item x-effect-exit" data-x-effect-provider="colors particles effects" data-x-effect="{"durationBase":"300ms","scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}" data-x-slide-goto="1" data-x-slide-goto-keep-active=""><div class="x-div e18689-e53-v12 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1b mef5-1q mef5-1t mef5-23" style="--tco-dcef5-9:#f5f3ef14;"><div class="x-div e18689-e53-v13 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-24 progress_item"></div></div><div style="--tco-dcef5-b:#f5f3ef8f;" class="x-text x-text-headline e18689-e53-v15 mef5-3j mef5-3r mef5-3s sld_headline"><div class="x-text-content"><div class="x-text-content-text"><h4 class="x-text-content-text-primary">Meta-evaluation</h4> 564</div></div></div><div style="--tco-dcef5-d:#f5f3ef8f;" class="x-text x-content e18689-e53-v16 mef5-2h mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-2y mef5-3a mef5-3c sld_text">We evaluate our evaluators. Reviewer calibration is measured and corrected, not assumed.</div></div><div class="x-div e18689-e53-v11 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-17 mef5-18 mef5-22 mef5-c mef5-h mef5-p mef5-s sld-nav-item x-effect-exit" data-x-effect-provider="colors particles effects" data-x-effect="{"durationBase":"300ms","scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}" data-x-slide-goto="2" data-x-slide-goto-keep-active=""><div class="x-div e18689-e53-v12 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1b mef5-1q mef5-1t mef5-23" style="--tco-dcef5-9:#f5f3ef14;"><div class="x-div e18689-e53-v13 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-24 progress_item"></div></div><div style="--tco-dcef5-b:#f5f3ef8f;" class="x-text x-text-headline e18689-e53-v15 mef5-3j mef5-3r mef5-3s sld_headline"><div class="x-text-content"><div class="x-text-content-text"><h4 class="x-text-content-text-primary">Evaluator development</h4> 565</div></div></div><div style="--tco-dcef5-d:#f5f3ef8f;" class="x-text x-content e18689-e53-v16 mef5-2h mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-2y mef5-3a mef5-3c sld_text">Model-based and rule-based evaluators trained on expert-adjudicated data, improving alongside the underlying models.</div></div><div class="x-div e18689-e53-v11 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-17 mef5-18 mef5-22 mef5-c mef5-h mef5-p mef5-s sld-nav-item x-effect-exit" data-x-effect-provider="colors particles effects" data-x-effect="{"durationBase":"300ms","scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}" data-x-slide-goto="3" data-x-slide-goto-keep-active=""><div class="x-div e18689-e53-v12 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1b mef5-1q mef5-1t mef5-23" style="--tco-dcef5-9:#f5f3ef14;"><div class="x-div e18689-e53-v13 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-24 progress_item"></div></div><div style="--tco-dcef5-b:#f5f3ef8f;" class="x-text x-text-headline e18689-e53-v15 mef5-3j mef5-3r mef5-3s sld_headline"><div class="x-text-content"><div class="x-text-content-text"><h4 class="x-text-content-text-primary">Expert correction and feedback</h4> 566</div></div></div><div style="--tco-dcef5-d:#f5f3ef8f;" class="x-text x-content e18689-e53-v16 mef5-2h mef5-2j mef5-2n mef5-2q mef5-2t mef5-2u mef5-2v mef5-2y mef5-3a mef5-3c sld_text">Every disagreement is adjudicated and fed back into the rubric, creating a documented record of where the quality standard was sharpened.</div></div></div></div></div></div></div></div></div><div class="x-section e18689-e54 mef5-1 mef5-3 mef5-4"><div class="x-div e18689-e55 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1a mef5-1b mef5-1c mef5-1d"><div class="x-row e18689-e56 mef5-4f mef5-4h mef5-4j"><div class="x-row-inner"><div class="x-col e18689-e57 mef5-4k"><span class="x-image e18689-e58 mef5-4q mef5-7 mef5-9 mef5-a mef5-b mef5-c mef5-g mef5-i x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxMjAwIiBoZWlnaHQ9IjkwMCIgdmlld0JveD0iMCAwIDEyMDAgOTAwIj48cmVjdCB3aWR0aD0iMTAwJSIgaGVpZ2h0PSIxMDAlIiBzdHlsZT0iZmlsbDojZmFmY2ZmO2ZpbGwtb3BhY2l0eTogMDsiLz48L3N2Zz4=" decoding="async" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/RESEARCH-VALIDATED-img.png" width="1200" height="900" alt="Research Validate image"><noscript><img decoding="async" src="https://s46486.pcdn.co/wp-content/uploads/2022/01/RESEARCH-VALIDATED-img.png" width="1200" height="900" alt="Research Validate image"></noscript></span></div><div class="x-col e18689-e59 mef5-4k mef5-4l mef5-4n"><div class="x-div e18689-e60 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1u"><div class="x-text x-content e18689-e61 mef5-2g mef5-2h mef5-2j mef5-2k mef5-2l mef5-2n mef5-3d mef5-3e mef5-b mef5-c mef5-f mef5-g mef5-h mef5-i x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><p>RESEARCH-VALIDATED</p></div><div class="x-text x-text-headline e18689-e62 mef5-3h mef5-3j mef5-3n mef5-3o mef5-3p mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-k x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">Our methodology is published. <span style="color: #5E5AD1;">The results are reproducible.</span></h2> 567</div></div></div><div class="x-text x-content e18689-e63 mef5-2g mef5-2j mef5-2n mef5-2p mef5-2q mef5-2t mef5-2u mef5-2v mef5-2z mef5-32 mef5-38 mef5-39 mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-l x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><p>Our research team, drawn from Stanford, MIT, and UC Berkeley, works directly on the methodology behind the production system, across 200+ peer-reviewed papers and open benchmarks.</p></div><div class="x-div e18689-e64 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1e mef5-1g mef5-1i mef5-1l mef5-1n mef5-7 mef5-9 mef5-b mef5-c mef5-d mef5-g mef5-q x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><a class="x-anchor x-anchor-button e18689-e65-v0 mef5-3v mef5-3w mef5-3x mef5-40 mef5-44 mef5-n mef5-w" tabindex="0" href="/research/" data-wpel-link="internal"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Explore research</span></div></div></a></div></div></div></div></div><div class="x-div e18689-e66 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1d mef5-1q mef5-25"><div class="x-grid e18689-e67 mef5-48 mef5-4a mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-m x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><div class="x-cell e18689-e68 mef5-4b mef5-4d"><div class="x-div e18689-e69 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1s mef5-1t"><div class="x-text x-content e18689-e70 mef5-2j mef5-2k mef5-2n mef5-2r mef5-2t mef5-2u mef5-2v mef5-31 mef5-33 mef5-3e">01</div></div><div class="x-text x-content e18689-e71 mef5-2j mef5-2n mef5-2q mef5-2r mef5-2v mef5-31 mef5-33 mef5-35 mef5-3f">Benchmark and eval design published and peer-reviewed</div></div><div class="x-cell e18689-e72 mef5-4b mef5-4d"><div class="x-div e18689-e73 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1s mef5-1t"><div class="x-text x-content e18689-e74 mef5-2j mef5-2k mef5-2n mef5-2r mef5-2t mef5-2u mef5-2v mef5-31 mef5-33 mef5-3e">02</div></div><div class="x-text x-content e18689-e75 mef5-2j mef5-2n mef5-2q mef5-2r mef5-2v mef5-31 mef5-33 mef5-35 mef5-3f">Evaluator development and calibration methodology documented</div></div><div class="x-cell e18689-e76 mef5-4b mef5-4d"><div class="x-div e18689-e77 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1s mef5-1t"><div class="x-text x-content e18689-e78 mef5-2j mef5-2k mef5-2n mef5-2r mef5-2t mef5-2u mef5-2v mef5-31 mef5-33 mef5-3e">03</div></div><div class="x-text x-content e18689-e79 mef5-2j mef5-2n mef5-2q mef5-2r mef5-2v mef5-31 mef5-33 mef5-35 mef5-3f">Reproducible traces and failure analysis available for partner teams</div></div><div class="x-cell e18689-e80 mef5-4b mef5-4d"><div class="x-div e18689-e81 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1q mef5-1s mef5-1t"><div class="x-text x-content e18689-e82 mef5-2j mef5-2k mef5-2n mef5-2r mef5-2t mef5-2u mef5-2v mef5-31 mef5-33 mef5-3e">04</div></div><div class="x-text x-content e18689-e83 mef5-2j mef5-2n mef5-2q mef5-2r mef5-2v mef5-31 mef5-33 mef5-35 mef5-3f">Research collaboration and co-publication with frontier labs team
567s</div></div></div></div></div></div><div class="x-section e18689-e84 mef5-1 mef5-3 mef5-6"><div class="x-div e18689-e85 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1a mef5-1b mef5-1c mef5-1d mef5-21"><div class="x-div e18689-e86 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1b mef5-1c mef5-1d mef5-1u mef5-26"><div class="x-text x-content e18689-e87 mef5-2g mef5-2h mef5-2j mef5-2k mef5-2l mef5-2n mef5-3d mef5-3e mef5-b mef5-c mef5-f mef5-g mef5-h mef5-i x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}">Get started</div><div class="x-text x-text-headline e18689-e88 mef5-3h mef5-3j mef5-3n mef5-3o mef5-3p mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-k x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">Two ways to work with <span style="color: #5E5AD1;">Snorkelâs Data Lab</span></h2> 568</div></div></div><div class="x-text x-content e18689-e89 mef5-2g mef5-2j mef5-2n mef5-2p mef5-2q mef5-2t mef5-2u mef5-2v mef5-2z mef5-32 mef5-38 mef5-7 mef5-9 mef5-b mef5-c mef5-g mef5-i mef5-l x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}"><p>We build what closes the gap: expert-authored datasets and environments, delivered through the Snorkel Data Series or built custom for your task area.</p></div></div><div class="x-div e18689-e90 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-1d mef5-1q mef5-25"><div class="x-div e18689-e91-v0 mef5-z mef5-10 mef5-13 mef5-14 mef5-16 mef5-17 mef5-1e mef5-1g mef5-1h mef5-1l mef5-27 mef5-28 box_wrapper"><div class="x-div e18689-e91-v1 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-17 mef5-18 mef5-1e mef5-1f mef5-1h mef5-1i mef5-1j mef5-27 mef5-29 box-item x-active"><div class="x-div e18689-e91-v2 mef5-z mef5-10 mef5-11 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1z mef5-2a mef5-2b box_bg" style="--tco-dcef5-g:url(https://s46486.pcdn.co/wp-content/uploads/2022/01/Group-1.png);"><div class="x-bg" aria-hidden="true"><div class="x-bg-layer-lower-image"></div></div></div><div class="x-div e18689-e91-v3 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-17 mef5-18 mef5-21 mef5-22 mef5-c mef5-h mef5-p mef5-s box_content x-effect-exit" data-x-effect="{"durationBase":"300ms","scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-div e18689-e91-v4 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1b mef5-1q mef5-2c progress_wrapper"><div class="x-div e18689-e91-v5 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-24 mef5-2d box_progress_bar"></div></div><div class="x-div e18689-e91-v6 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-2e"><div class="x-text x-text-headline e18689-e91-v7 mef5-3j mef5-3l mef5-3r mef5-3t sld_headline"><div class="x-text-content"><div class="x-text-content-text"><h3 class="x-text-content-text-primary">Data development </h3> 569</div></div></div><div class="x-div e18689-e91-v8 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 box_togglebale"><div class="x-text x-content e18689-e91-v9 mef5-2h mef5-2j mef5-2n mef5-2q mef5-2u mef5-2v mef5-2w mef5-32 mef5-3d mef5-3g sld_text">Ready-to-use datasets from the Snorkel Data Series, or custom data development for domain-specific tasks, benchmark expansions, and edge case coverage.</div><a class="x-anchor x-anchor-button e18689-e91-v10-v0 mef5-3v mef5-42 mef5-45 mef5-46 mef5-x" tabindex="0" href="/data-development/" data-wpel-link="internal"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Learn more</span></div></div></a></div></div></div></div><div class="x-div e18689-e91-v11 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-17 mef5-18 mef5-1e mef5-1f mef5-1h mef5-1i mef5-1j mef5-27 mef5-29 box-item"><div class="x-div e18689-e91-v12 mef5-z mef5-10 mef5-11 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1z mef5-2b mef5-2f box_bg" style="--tco-dcef5-i:url(https://s46486.pcdn.co/wp-content/uploads/2022/01/Group-2.png);"><div class="x-bg" aria-hidden="true"><div class="x-bg-layer-lower-image"></div></div></div><div class="x-div e18689-e91-v13 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-17 mef5-18 mef5-21 mef5-22 mef5-c mef5-h mef5-p mef5-s box_content x-effect-exit" data-x-effect="{"durationBase":"300ms","scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-div e18689-e91-v14 mef5-z mef5-10 mef5-14 mef5-15 mef5-16 mef5-17 mef5-18 mef5-1b mef5-1q mef5-2c progress_wrapper"><div class="x-div e18689-e91-v15 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-24 mef5-2d box_progress_bar"></div></div><div class="x-div e18689-e91-v16 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 mef5-2e"><div class="x-text x-text-headline e18689-e91-v17 mef5-3j mef5-3l mef5-3r mef5-3t sld_headline"><div class="x-text-content"><div class="x-text-content-text"><h3 class="x-text-content-text-primary">Specialized agents</h3> 570</div></div></div><div class="x-div e18689-e91-v18 mef5-z mef5-10 mef5-13 mef5-14 mef5-15 mef5-16 mef5-17 box_togglebale"><div class="x-text x-content e18689-e91-v19 mef5-2h mef5-2j mef5-2n mef5-2q mef5-2u mef5-2v mef5-2w mef5-32 mef5-3d mef5-3g sld_text">Custom agents built on specialized datasets and evaluated against real workflow requirements using the same data development loop.</div><a class="x-anchor x-anchor-button e18689-e91-v20-v0 mef5-3v mef5-42 mef5-46 mef5-47 mef5-y" tabindex="0" href="/specialized-agents/" data-wpel-link="internal"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Learn more</span></div></div></a></div></div></div></div></div></div></div></div><div class="cs-content x-global-block x-global-block-18685 e18689-e92"><div class="x-section e18685-e2 mef1-0"><div class="x-div e18685-e3 mef1-9 mef1-a mef1-b mef1-c mef1-1"><span class="x-image e18685-e4 mef1-j gsap_anim" data-y="100"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxMzM4IiBoZWlnaHQ9IjEwMDUiIHZpZXdCb3g9IjAgMCAxMzM4IDEwMDUiPjxyZWN0IHdpZHRoPSIxMDAlIiBoZWlnaHQ9IjEwMCUiIHN0eWxlPSJmaWxsOiNmYWZjZmY7ZmlsbC1vcGFjaXR5OiAwOyIvPjwvc3ZnPg==" decoding="async" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/blur-wave-final.png" width="1338" height="1005" alt=" "><noscript><img decoding="async" src="https://s46486.pcdn.co/wp-content/uploads/2022/01/blur-wave-final.png" width="1338" height="1005" alt=" "></noscript></span></div><div class="x-div e18685-e5 mef1-9 mef1-b mef1-d"><div class="x-bg" aria-hidden="true"><div class="x-bg-layer-lower-image"></div></div><div class="x-div e18685-e6 mef1-9 mef1-a mef1-b mef1-c mef1-e mef1-1"><span class="x-image e18685-e7 mef1-j mef1-2 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class="x-text-content-text-primary">For models that need to be right. Not just good enough.</h2> 571</div></div></div><div class="x-div e18685-e11 mef1-9 mef1-b mef1-c mef1-i mef1-4 mef1-5 x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-div e18685-e12 mef1-9 mef1-b mef1-c"><a class="x-anchor x-anchor-button e18685-e13-v0 mef1-l mef1-m mef1-6 mef1-7" tabindex="0" href="/talk-to-an-expert-expert-data-as-a-service/" data-wpel-link="internal"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Request dataset samples</span></div></div></a></div><a class="x-anchor x-anchor-button e18685-e14-v0 mef1-m mef1-n mef1-6 mef1-8" tabindex="0" href="/research/" data-wpel-link="internal"><div class="x-anchor-content"><div class="x-anchor-text"><span class="x-anchor-text-primary">Explore research</span></div></div></a></div></div></div></div></div></div><style>.mef1-0.x-section{margin-top:0;margin-right:0;margin-bottom:0;margin-left:0;border-top-width:0;border-right-width:0;border-bottom-width:0;border-left-width:0;padding-top:0;padding-right:0;padding-bottom:0;padding-left:0;z-index:1}.mef1-1{transform:translate(0,-45%)}.mef1-2{mix-blend-mode:overlay}.mef1-3{transition-timing-function:ease-out}.mef1-3 .x-text-content-text-primary{transition-timing-function:ease-out}.mef1-3 .x-text-content-text-subheadline{transition-timing-function:ease-out}.mef1-3 .x-text-typing{transition-timing-function:ease-out}.mef1-3 .x-typed-cursor{transition-timing-function:ease-out}.mef1-3 .x-graphic-child{transition-timing-function:ease-out}:where(body:not(.tco-disable-effects)) 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587v e18735-e1 megf-0 megf-1 megf-2 megf-3 megf-4 megf-5 megf-6 megf-7 megf-8 megf-9 megf-a megf-b megf-c megf-d megf-e megf-f" id="contact_modal" is_modal="show_0"><div class="x-div e18735-e2 megf-7 megf-8 megf-b megf-c megf-d megf-f megf-g"><div class="x-div e18735-e3 megf-7 megf-8 megf-c megf-f megf-h megf-i megf-j megf-k megf-l megf-m"><div class="x-div e18735-e4 megf-7 megf-8 megf-a megf-b megf-c megf-d megf-f megf-g"><div class="x-div e18735-e5 megf-7 megf-8 megf-b megf-c megf-d megf-f megf-g"><div class="x-div e18735-e6 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-i megf-n megf-o"><div class="x-text x-content e18735-e7 megf-1k megf-1l megf-1m megf-1n megf-1f megf-1g megf-1h x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"20%","offsetBottom":"20%","behaviorScroll":"fire-once"}">Get started</div><div class="x-text x-text-headline e18735-e8 megf-21 megf-22 megf-23 megf-24 megf-25 megf-26 megf-1g megf-1i x-effect-exit" data-x-effect="{"scroll":true,"offsetTop":"10%","offsetBottom":"10%","behaviorScroll":"fire-once"}"><div class="x-text-content"><div class="x-text-content-text"><h2 class="x-text-content-text-primary">How do you want to work with <span style="color: #5E5AD1;">Snorkel?</span></h2> 588</div></div></div></div><div class="x-div e18735-e9 megf-7 megf-8 megf-b megf-c megf-d megf-f megf-g"><div class="x-row e18735-e10 megf-2g megf-2h megf-2i megf-2j megf-2u"><div class="x-row-inner"><a class="x-col e18735-e11 megf-37 megf-38 megf-39 megf-3a" href="/talk-to-an-expert-expert-data-as-a-service/" data-x-effect-provider="colors particles effects" data-wpel-link="internal"><div class="x-div e18735-e12 megf-7 megf-8 megf-9 megf-a megf-b megf-c megf-d megf-f megf-g megf-m megf-p megf-q megf-r megf-1j" data-x-effect="{"durationBase":"300ms"}"></div><div class="x-div e18735-e13 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-i megf-o megf-s"><div class="x-text x-text-headline has-graphic e18735-e14 megf-21 megf-22 megf-23 megf-25 megf-26 megf-27 megf-28 megf-29"><div class="x-text-content"><span class="x-graphic" aria-hidden="true"><span class="x-image x-graphic-child x-graphic-image x-graphic-primary"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI0OCIgaGVpZ2h0PSI0OCIgdmlld0JveD0iMCAwIDQ4IDQ4Ij48cmVjdCB3aWR0aD0iMTAwJSIgaGVpZ2h0PSIxMDAlIiBzdHlsZT0iZmlsbDojZmFmY2ZmO2ZpbGwtb3BhY2l0eTogMDsiLz48L3N2Zz4=" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/ai-data-dev-services-icon.svg" width="48" height="48" alt="AI data dev services icon"><noscript><img src="https://s46486.pcdn.co/wp-content/uploads/2022/01/ai-data-dev-services-icon.svg" width="48" height="48" alt="AI data dev services icon"></noscript></span></span><div class="x-text-content-text"><div class="x-text-content-text-primary">AI data development services</div> 589</div></div></div><ul class="x-row e18735-e15 megf-2g megf-2i megf-2j megf-2k megf-2l megf-2m megf-2v megf-2w"><div class="x-row-inner"><li class="x-col e18735-e16 megf-38 megf-3a megf-3b megf-3c megf-3d"><figure class="x-div e18735-e17 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-t"><span class="x-icon e18735-e18 megf-3h megf-3i" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Pro 7.3.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2026 Fonticons, Inc. --><path fill="currentColor" d="M438 68.5c10.8 7.7 13.2 22.7 5.5 33.5l-264 368c-4.1 5.7-10.5 9.4-17.5 9.9S148 478 143 473L7 337c-9.4-9.4-9.4-24.6 0-33.9s24.6-9.4 33.9 0L157 419 404.5 74c7.7-10.8 22.7-13.2 33.5-5.5z"/></svg></span></figure><div class="x-div e18735-e19 megf-8 megf-b megf-c megf-d megf-f megf-g megf-u"><div class="x-text x-content e18735-e20 megf-1m megf-1o megf-1p megf-1q megf-1r megf-1s">Accelerate the development of frontier AI models with expert-curated, enterprise-grade data.</div></div></li><li class="x-col e18735-e21 megf-38 megf-3a megf-3b megf-3c megf-3d"><figure class="x-div e18735-e22 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-t"><span class="x-icon e18735-e23 megf-3h megf-3i" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Pro 7.3.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2026 Fonticons, Inc. -->
589<path fill="currentColor" d="M438 68.5c10.8 7.7 13.2 22.7 5.5 33.5l-264 368c-4.1 5.7-10.5 9.4-17.5 9.9S148 478 143 473L7 337c-9.4-9.4-9.4-24.6 0-33.9s24.6-9.4 33.9 0L157 419 404.5 74c7.7-10.8 22.7-13.2 33.5-5.5z"/></svg></span></figure><div class="x-div e18735-e24 megf-8 megf-b megf-c megf-d megf-f megf-g megf-u"><div class="x-text x-content e18735-e25 megf-1m megf-1o megf-1p megf-1q megf-1r megf-1s">Learn how Snorkelâs Data-as-a-Service helps teams label, refine, and evaluate high-quality, domain-specific datasets for your projects.</div></div></li></div></ul></div><div class="x-div e18735-e26 megf-7 megf-8 megf-b megf-c megf-d megf-f megf-g"><div class="x-div e18735-e27 megf-1 megf-3 megf-4 megf-7 megf-8 megf-b megf-c megf-v megf-w megf-x megf-y"><div class="x-text x-content e18735-e28 megf-1m megf-1o megf-1p megf-1r megf-1t megf-1u megf-1v">Talk to a data researcher</div></div></div></a><a class="x-col e18735-e29 megf-37 megf-38 megf-39 megf-3a" href="/talk-to-an-expert-ai-solutions/" data-x-effect-provider="colors particles effects" data-wpel-link="internal"><div class="x-div e18735-e30 megf-7 megf-8 megf-9 megf-a megf-b megf-c megf-d megf-f megf-g megf-m megf-p megf-q megf-r megf-1j" data-x-effect="{"durationBase":"300ms"}"></div><div class="x-div e18735-e31 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-i megf-o megf-s"><div class="x-text x-text-headline has-graphic e18735-e32 megf-21 megf-22 megf-23 megf-25 megf-26 megf-27 megf-28 megf-29"><div class="x-text-content"><span class="x-graphic" aria-hidden="true"><span class="x-image x-graphic-child x-graphic-image x-graphic-primary"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI0OCIgaGVpZ2h0PSI0OCIgdmlld0JveD0iMCAwIDQ4IDQ4Ij48cmVjdCB3aWR0aD0iMTAwJSIgaGVpZ2h0PSIxMDAlIiBzdHlsZT0iZmlsbDojZmFmY2ZmO2ZpbGwtb3BhY2l0eTogMDsiLz48L3N2Zz4=" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Build-specialized-agents-icon.svg" width="48" height="48" alt="Build specialized agents icon"><noscript><img src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Build-specialized-agents-icon.svg" width="48" height="48" alt="Build specialized agents icon"></noscript></span></span><div class="x-text-content-text"><div class="x-text-content-text-primary">Build specialized agents</div> 590</div></div></div><ul class="x-row e18735-e33 megf-2g megf-2i megf-2j megf-2k megf-2l megf-2m megf-2v megf-2x"><div class="x-row-inner"><li class="x-col e18735-e34 megf-38 megf-3a megf-3b megf-3c megf-3d"><figure class="x-div e18735-e35 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-t"><span class="x-icon e18735-e36 megf-3h megf-3i" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Pro 7.3.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2026 Fonticons, Inc. --><path fill="currentColor" d="M438 68.5c10.8 7.7 13.2 22.7 5.5 33.5l-264 368c-4.1 5.7-10.5 9.4-17.5 9.9S148 478 143 473L7 337c-9.4-9.4-9.4-24.6 0-33.9s24.6-9.4 33.9 0L157 419 404.5 74c7.7-10.8 22.7-13.2 33.5-5.5z"/></svg></span></figure><div class="x-div e18735-e37 megf-8 megf-b megf-c megf-d megf-f megf-g megf-u"><div class="x-text x-content e18735-e38 megf-1m megf-1o megf-1p megf-1q megf-1r megf-1s">Explore how Snorkel can collaborate with your product and development teams to build and deploy custom AI and agentic systems.</div></div></li><li class="x-col e18735-e39 megf-38 megf-3a megf-3b megf-3c megf-3d"><figure class="x-div e18735-e40 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-t"><span class="x-icon e18735-e41 megf-3h megf-3i" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Pro 7.3.1 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license (Commercial License) Copyright 2026 Fonticons, Inc. --><path fill="currentColor" d="M438 68.5c10.8 7.7 13.2 22.7 5.5 33.5l-264 368c-4.1 5.7-10.5 9.4-17.5 9.9S148 478 143 473L7 337c-9.4-9.4-9.4-24.6 0-33.9s24.6-9.4 33.9 0L157 419 404.5 74c7.7-10.8 22.7-13.2 33.5-5.5z"/></svg></span></figure><div class="x-div e18735-e42 megf-8 megf-b megf-c megf-d megf-f megf-g megf-u"><div class="x-text x-content e18735-e43 megf-1m megf-1o megf-1p megf-1q megf-1r megf-1s">Solutions undergo rigorous testing based on your business criteria to ensure positive ROI, faster.</div></div></li></div></ul></div><div class="x-div e18735-e44 megf-7 megf-8 megf-b megf-c megf-d megf-f megf-g"><div class="x-div e18735-e45 megf-1 megf-3 megf-4 megf-7 megf-8 megf-b megf-c megf-v megf-w megf-x megf-y"><div class="x-text x-content e18735-e46 megf-1m megf-1o megf-1p megf-1r megf-1t megf-1u megf-1v">Talk to a strategist</div></div></div></a><div class="x-col e18735-e47 megf-37 megf-38 megf-39 megf-3a" data-x-effect-provider="colors particles effects"><div class="x-div e18735-e48 megf-7 megf-8 megf-9 megf-a megf-b megf-c megf-d megf-f megf-g megf-m megf-p megf-q megf-r megf-1j" data-x-effect="{"durationBase":"300ms"}"></div><div class="x-div e18735-e49 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-i megf-o megf-s"><div class="x-text x-text-headline has-graphic e18735-e50 megf-21 megf-22 megf-23 megf-25 megf-26 megf-27 megf-28 megf-29"><div class="x-text-content"><span class="x-graphic" aria-hidden="true"><span class="x-image x-graphic-child x-graphic-image x-graphic-primary"><img data-lazyloaded="1" src="data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI0OCIgaGVpZ2h0PSI0OCIgdmlld0JveD0iMCAwIDQ4IDQ4Ij48cmVjdCB3aWR0aD0iMTAwJSIgaGVpZ2h0PSIxMDAlIiBzdHlsZT0iZmlsbDojZmFmY2ZmO2ZpbGwtb3BhY2l0eTogMDsiLz48L3N2Zz4=" data-src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Become-an-expert-contributor-icon.svg" width="48" height="48" alt="Become an expert contributor icon"><noscript><img src="https://s46486.pcdn.co/wp-content/uploads/2022/01/Become-an-expert-contributor-icon.svg" width="48" height="48" alt="Become an expert contributor icon"></noscript></span></span><div class="x-text-content-text"><div class="x-text-content-text-primary">Become an expert contributor</div> 591</div></div></div><ul class="x-row e18735-e51 megf-2g megf-2i megf-2j megf-2k megf-2l megf-2m megf-2v megf-2y"><div class="x-row-inner"><li class="x-col e18735-e52 megf-38 megf-3a megf-3b megf-3c megf-3d"><figure class="x-div e18735-e53 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-t"><span class="x-icon e18735-e54 megf-3h megf-3i" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! 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591<path fill="currentColor" d="M438 68.5c10.8 7.7 13.2 22.7 5.5 33.5l-264 368c-4.1 5.7-10.5 9.4-17.5 9.9S148 478 143 473L7 337c-9.4-9.4-9.4-24.6 0-33.9s24.6-9.4 33.9 0L157 419 404.5 74c7.7-10.8 22.7-13.2 33.5-5.5z"/></svg></span></figure><div class="x-div e18735-e55 megf-8 megf-b megf-c megf-d megf-f megf-g megf-u"><div class="x-text x-content e18735-e56 megf-1m megf-1o megf-1p megf-1q megf-1r megf-1s pull_link"><span>Join the </span><a data-fpl-component="primitive" target="_blank" rel="noopener" href="https://snorkel.ai/expert-community/" data-wpel-link="internal">Snorkel Expert Contributor community</a><span> and help shape the future of AI with your expertise. </span></div></div></li><li class="x-col e18735-e57 megf-38 megf-3a megf-3b megf-3c megf-3d"><figure class="x-div e18735-e58 megf-7 megf-8 megf-c megf-d megf-f megf-g megf-t"><span class="x-icon e18735-e59 megf-3h megf-3i" aria-hidden="true"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! 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