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<h1 class='carousel2'>with LLMs.</h1></div></div><div data-w-id="17039056-4995-7faf-a010-fc7968446cff" style="opacity:0" class="button-wrapper-banner"><a href="/get-started" target="_blank" class="primary-button w-button">Get Started</a></div><p data-w-id="a94a22fa-74a3-1116-5835-a78865c1f67e" style="opacity:0" class="paragraph-large _w-85">Refuel solves enterprise data tasks at superhuman accuracy.<br/>‍<br/>Leverage state-of-the-art LLMs to build multi-step data transformations in record time and run easily at scale.</p></div></div><h2 data-w-id="816fb13c-bb95-5e66-fafb-a7ec10df71f4" style="opacity:0" class="logo-header"><strong data-w-id="816fb13c-bb95-5e66-fafb-a7ec10df71f5" style="opacity:0" class="logo-header-text">Trusted by industry leaders</strong></h2><div class="scroll-wrapper"><div class="scroll-list-logos"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb9355f6da1b6009bcf10_birdeyeLogo_white.webp" loading="lazy" alt="&quot;Birdeye&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai.webp" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai-p-500.png 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai-p-800.png 800w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai.webp 2499w" alt="spot.ai logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb934f37f8ea61062e8ba_affinitysolutionsLogo_White.webp" loading="lazy" alt="&quot;Affinity Solutions&quot; 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logo in white text" height="Auto" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600724385fd1ac39a7cdf7d_benilogo.webp" loading="lazy" alt="Beni logo in white text" height="Auto" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600707ab5ae78d55598b491_BoltWise_white.webp" loading="lazy" alt="Boltwise logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600706f38088944d610f4c1_GoodFit_white.webp" loading="lazy" alt="GoodFit logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white.webp" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-500.webp 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-800.webp 800w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-1080.webp 1080w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-1600.webp 1600w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-2000.webp 2000w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white.webp 2700w" alt="&quot;Volza&quot; logo in white text, with the subtitle &quot;Grow Global&quot;" class="logo-image"/></div><div class="scroll-list-logos"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb9355f6da1b6009bcf10_birdeyeLogo_white.webp" loading="lazy" alt="&quot;Birdeye&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai.webp" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai-p-500.png 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai-p-800.png 800w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/66007299edb41c0c18538db8_spotai.webp 2499w" alt="spot.ai logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb934f37f8ea61062e8ba_affinitysolutionsLogo_White.webp" loading="lazy" alt="&quot;Affinity Solutions&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb9337ddf8c7727e0360e_Chattermill_Logo_White.webp" loading="lazy" alt="&quot;Chattermill&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb933784d1cb6bf226b7c_HarmonicLogo_White.webp" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb933784d1cb6bf226b7c_HarmonicLogo_White-p-500.webp 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb933784d1cb6bf226b7c_HarmonicLogo_White.webp 1280w" alt="&quot;Harmonic&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb9333f41731d5fc921fb_fuel-cycle-logo-white.webp" loading="lazy" alt="&quot;Fuel Cycle&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb9332ef392278f0eab8d_percentLogo_White.webp" loading="lazy" alt="&quot;percent&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bba8bf6bd4bf2d3dc92e4_pathstreamLogo_white.webp" loading="lazy" sizes="(max-width: 668px) 100vw, 668px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bba8bf6bd4bf2d3dc92e4_pathstreamLogo_white-p-500.webp 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bba8bf6bd4bf2d3dc92e4_pathstreamLogo_white.webp 668w" alt="&quot;Path Stream&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/660070c38ca92e548d2c7121_Enigma_idK9SkTAKu_4.webp" loading="lazy" alt="Enigma logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/660070b3a04f70b52106330c_teachfx.webp" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/660070b3a04f70b52106330c_teachfx-p-500.png 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/660070b3a04f70b52106330c_teachfx-p-800.png 800w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/660070b3a04f70b52106330c_teachfx-p-1080.png 1080w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/660070b3a04f70b52106330c_teachfx.webp 1500w" alt="Teach FX logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb933c1a78917b69148fc_inventive_logo_white.webp" loading="lazy" alt="&quot;Inventive&quot; logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/660070abb5ae78d55598ed5a_RudderStack_idPGBPK5FD_7.webp" loading="lazy" alt="Rudder Stack logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bbba7233d8a2e8771b64b_Aimon%20logo.webp" loading="lazy" alt="&quot;AIMon&quot; logo in blue and white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600709d38088944d61113e9_Middesk_idL2R5yIKH_13.webp" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 800px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600709d38088944d61113e9_Middesk_idL2R5yIKH_13-p-500.png 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600709d38088944d61113e9_Middesk_idL2R5yIKH_13.webp 800w" alt="Middesk logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb9337d450caa711e8e45_sense_logo.webp" loading="lazy" alt="&quot;Sense&quot; logo in white text" height="Auto" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600724385fd1ac39a7cdf7d_benilogo.webp" loading="lazy" alt="Beni logo in white text" height="Auto" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600707ab5ae78d55598b491_BoltWise_white.webp" loading="lazy" alt="Boltwise logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600706f38088944d610f4c1_GoodFit_white.webp" loading="lazy" alt="GoodFit logo in white text" class="logo-image"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white.webp" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-500.webp 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-800.webp 800w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-1080.webp 1080w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-1600.webp 1600w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white-p-2000.webp 2000w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/667bb935b0c76f3e2c42b6de_Volza_Logo_white.webp 2700w" alt="&quot;Volza&quot; logo in white text, with the subtitle &quot;Grow Global&quot;" class="logo-image"/></div></div></div></div><section data-w-id="c7de252d-b760-9c93-b118-ee36d8916a1f" style="opacity:0" class="features-metrics"><div class="container-4"><div class="text-block-16">Put your data to work. Build use cases in hours not weeks.</div><div class="features-wrapper"><div class="features-block"><div class="features-title">3 months saved</div><div class="features-text">in engineering time per project</div><div class="features-text">→ <a href="/blog-posts/teachfx-refuel" class="black-link">see case study</a></div></div><div class="features-block"><div class="features-title">30% increase in accuracy</div><div class="features-text">compared to GPT-4 on every task</div><div class="features-text">→ <a href="/blog-posts/beni-refuel" class="black-link">see case study</a></div></div><div class="features-block"><div class="features-title">15 billion+ data points</div><div class="features-text">processed to date</div></div></div></div></section><div class="section"><div class="base-container w-container"><div class="div-block-22"><div data-w-id="9ae30393-c57b-fb0d-61fa-2665d7b55c9b" style="opacity:0" class="preheading">How Refuel Cloud works</div><h2 data-w-id="c0f6f700-d927-7f11-9e1f-1f667c9badca" style="opacity:0" class="heading-overview"><strong data-w-id="c0f6f700-d927-7f11-9e1f-1f667c9badcb" style="opacity:0" class="bold-text-11">The modern way to clean, structure and transform your data at scale – use AI to deliver superhuman quality. </strong></h2></div></div><div class="base-container w-container"><div class="frame-container"><h2 data-w-id="9e242ac1-e91f-2537-7432-86a441bc6699" style="opacity:0" class="heading-5 number"><strong>1 |</strong></h2><div class="frame-text-container"><h2 data-w-id="6efe981e-c96a-d928-d587-c07fc2d49acb" style="opacity:0" class="heading-5"><strong data-w-id="6efe981e-c96a-d928-d587-c07fc2d49acc" style="opacity:0" class="bold-text-9">Describe your task with words and guide with feedback</strong></h2><div data-w-id="6efe981e-c96a-d928-d587-c07fc2d49ace" style="opacity:0" class="light-blue-subhead">Simply instruct Refuel on how to clean, label, or enrich your data in simple natural language, or pick from a library of pre-built templates. Provide simple thumbs-up or down feedback to guide the AI.<br/></div></div><div id="w-node-_6efe981e-c96a-d928-d587-c07fc2d49ad1-f0d74c97" class="img-wrapper"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/661c7b167b1411f268a74050_FeelLikeAnExpert-optimize.gif" loading="lazy" style="opacity:0" data-w-id="6efe981e-c96a-d928-d587-c07fc2d49ad2" alt="A GIF that demonstrates the sentiment analysis process on Refuel&#x27;s user interface" class="home-4-img"/></div></div></div><div class="base-container w-container"><div class="frame-container reverse"><div class="frame-text-container"><h2 data-w-id="a02ad9b8-6824-6376-d51b-e67832f83c82" style="opacity:0" class="heading-5"><strong data-w-id="a02ad9b8-6824-6376-d51b-e67832f83c83" style="opacity:0" class="bold-text-9">Leverage LLMs purpose-built for your task. Save months of engineering effort and outperform off-the-shelf models.</strong></h2><div data-w-id="a02ad9b8-6824-6376-d51b-e67832f83c85" style="opacity:0" class="light-blue-subhead">Our platform manages everything to customize LLMs for your task – from data connectors to few-shot selection to fine-tuning so you just see high-quality data outputs. <br/></div><div data-w-id="a02ad9b8-6824-6376-d51b-e67832f83c88" style="opacity:0" class="light-blue-subhead">Your data, your models managed seamlessly in your environment. </div></div><div id="w-node-a02ad9b8-6824-6376-d51b-e67832f83c8a-f0d74c97" class="img-wrapper"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/661c78843f78201c6adce377_RefuelLLM-FTProductCategorizationTask.gif" loading="lazy" style="opacity:0" data-w-id="a02ad9b8-6824-6376-d51b-e67832f83c8b" alt="An animation that shows a user scrolling down a sample Refuel categorization task page." class="home-4-img"/></div><h2 data-w-id="b6111fbd-2281-ff98-f98f-a65ff2303239" style="opacity:0" class="heading-5 number"><strong>2 |</strong></h2></div></div><div class="base-container w-container"><div class="frame-container"><h2 data-w-id="db9177f5-6d6d-edb0-5f0c-2940e406c98c" style="opacity:0" class="heading-5 number"><strong>3 |</strong></h2><div class="frame-text-container"><h2 data-w-id="ba235101-1f66-49ef-a43c-543955bb6fff" style="opacity:0" class="heading-5"><strong data-w-id="ba235101-1f66-49ef-a43c-543955bb7000" style="opacity:0" class="bold-text-9">Deploy instantly for both streaming workloads and for batch processing. Feedback loops built-in. </strong></h2><div data-w-id="ba235101-1f66-49ef-a43c-543955bb7002" style="opacity:0" class="light-blue-subhead">Refuel makes it easy to deploy your data tasks for real-time processing or pipelines or batch processing. Use the model that fits your latency needs and then let Refuel scale it for you, on our infrastructure or yours. <br/></div></div><div id="w-node-ba235101-1f66-49ef-a43c-543955bb7007-f0d74c97" class="img-wrapper"><img class="home-4-img" src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon.webp" alt="A sample code window showing how to implement Refuel&#x27;s product" style="opacity:0" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" data-w-id="ba235101-1f66-49ef-a43c-543955bb7008" loading="lazy" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon-p-500.webp 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon-p-800.webp 800w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon-p-1080.webp 1080w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon-p-1600.webp 1600w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon-p-2000.webp 2000w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon-p-2600.webp 2600w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6603e098e4c09d6878476cd9_carbon.webp 3112w"/></div></div></div><div class="base-container w-container"><div class="frame-container reverse"><div class="frame-text-container"><h2 data-w-id="6e0ae7d7-336a-3c47-0660-f9cc03e76ba8" style="opacity:0" class="heading-5"><strong data-w-id="6e0ae7d7-336a-3c47-0660-f9cc03e76ba9" style="opacity:0" class="bold-text-9">Enterprise-grade connectors and industry-standard </strong><a href="/security" class="underline-link"><strong class="bold-text-9">security</strong></a><strong class="bold-text-9"> (</strong><a href="/blog-posts/refuel-soc2" target="_blank" class="underline-link"><strong class="bold-text-9">SOC 2</strong></a><strong class="bold-text-9"> and more)</strong></h2><div data-w-id="6e0ae7d7-336a-3c47-0660-f9cc03e76bab" style="opacity:0" class="light-blue-subhead">Maintain full control over your data and choice of LLMs. Run Refuel in your own environments, so no one trains models on your data. Refuel provides tens of native connectors - read data from cloud storage, data warehouses and much more.<br/></div></div><div id="w-node-_6e0ae7d7-336a-3c47-0660-f9cc03e76bb0-f0d74c97" data-w-id="6e0ae7d7-336a-3c47-0660-f9cc03e76bb0" style="opacity:0" class="img-wrapper"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6423879a8f63c16a48d74c22_Map.webp" loading="lazy" alt="" class="home-4-img"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6604645b839f56b93d853a59_21972-312_SOC_NonCPA.webp" loading="lazy" alt="A light blue circle with the words &quot;SOC&quot; on it in white." class="overlay"/><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/661c733797149635cdbc55d3_GDPR%20logo.png" loading="lazy" sizes="(max-width: 767px) 100vw, (max-width: 991px) 728px, 940px" srcset="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/661c733797149635cdbc55d3_GDPR%20logo-p-500.webp 500w, https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/661c733797149635cdbc55d3_GDPR%20logo.png 1574w" alt="The text &quot;GDPR&quot; inside the European Union logo" class="overlay"/></div><h2 data-w-id="64b02a0e-daa1-2c75-5450-852eef60d9e9" style="opacity:0" class="heading-5 number"><strong>4 |</strong></h2></div><div data-w-id="9579b4e7-2dc1-3616-35c5-8d7d7c9a7970" style="opacity:0" class="div-block-23"><a href="/blog-posts/introducing-refuel-cloud" class="primary-button w-button">Learn more about Refuel Cloud</a></div></div></div><section class="why-section"><div class="base-container w-container"><div class="div-block-22"><div data-w-id="deb2faa3-e1fc-4568-bc2b-3e16d9a23bcf" style="opacity:0" class="preheading">Why Refuel</div><h2 data-w-id="deb2faa3-e1fc-4568-bc2b-3e16d9a23bd1" style="opacity:0" class="heading-overview"><strong data-w-id="deb2faa3-e1fc-4568-bc2b-3e16d9a23bd2" style="opacity:0">An all-in-one platform for building and deploying AI powered data transformations at scale. <br/><br/>Just connect your data and get started.</strong></h2><p data-w-id="10dc6e94-c869-d48a-e684-b0bed23521f4" style="opacity:0" class="paragraph-11"><strong class="why-refuel">We are a team of ML researchers and infra experts who stay up-to-date with the latest in AI, and sweat the details on tuning every parameter. We do this, so you never have to.</strong></p></div></div><div class="base-container w-container"><div class="w-layout-grid why-cards"><div id="w-node-_3bc53bbe-6894-130e-946e-8b0f05404ec8-f0d74c97" data-w-id="3bc53bbe-6894-130e-946e-8b0f05404ec8" style="opacity:0" class="div-block-9 why"><article class="service home-4 why"><div class="div-block-5 why"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/651a93cb00023b9282c5c20d_settings-cog.svg" loading="lazy" alt="" class="image-2 why"/><div class="why-title">Outperform GPT with you in the driver’s seat</div><p class="block-paragraph white-text why">We automate prompt engineering, model evaluation, dynamic few-shot prompting and hyper-parameter optimization for you, so you see the highest accuracy possible.<br/></p></div></article></div><div id="w-node-_7897446e-a7d9-9912-508a-bc1ad86852ba-f0d74c97" data-w-id="7897446e-a7d9-9912-508a-bc1ad86852ba" style="opacity:0" class="div-block-9 why"><article class="service home-4 why"><div class="div-block-5 why"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/64647bef8c8fd22869b930e3_instant.svg" loading="lazy" alt="" class="image-2 why"/><div class="why-title">Built for speed and scale</div><p class="block-paragraph white-text why">Refuel unlocks limitless scale and sub-second latency with smaller models so you never worry about rate and token limits or slow responses. Go to market faster with scale in mind.<br/></p></div></article></div><div id="w-node-b0d904ec-9cbf-1ebd-549a-a2f82391824c-f0d74c97" data-w-id="b0d904ec-9cbf-1ebd-549a-a2f82391824c" style="opacity:0" class="div-block-9 why"><article class="service home-4 why"><div class="div-block-5 why"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/651f911cfdd81b215b625a6a_%20cursor_white2.svg" loading="lazy" alt="" class="image-2 why"/><div class="why-title">A simple, seamless experience</div><p class="block-paragraph white-text why">Work with the interface designed for operating LLMs on large-scale data operations. Pre-build templates, simple feedback mechanisms and team workflows get your job done faster.<br/></p></div></article></div><div id="w-node-f9f7bb64-7d15-6805-8a23-b8240a283524-f0d74c97" data-w-id="f9f7bb64-7d15-6805-8a23-b8240a283524" style="opacity:0" class="div-block-9 why"><article class="service home-4 why"><div class="div-block-5 why"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/646b16b3a725242fc893fd09_security.svg" loading="lazy" alt="" class="image-2 why"/><div class="why-title">Develop securely with control</div><p class="block-paragraph white-text why">Refuel employs enterprise-grade security for constant data protection and offers deployment options for maximizing control over your data and choice of models.<br/></p></div></article></div></div></div></section><aside id="testimonials" class="testimonial-slider-small"><div class="base-container w-container"><div class="div-block-22"><h2 data-w-id="30ac8b92-cb9d-ad2a-3dd2-79d0dbded046" style="opacity:0" class="heading-overview"><strong data-w-id="30ac8b92-cb9d-ad2a-3dd2-79d0dbded047" style="opacity:0">Leading companies choose Refuel to scale innovative, data-driven products rapidly</strong></h2></div></div><div class="hero-testimonial-container"><div class="hero-testimonial-wrapper"><div data-w-id="f4f9c6c9-da70-cf4d-a3f9-dd47ac750f89" style="opacity:0" class="hero-testimonial"><div class="div-block-25"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3f29f6f7d9d2c0b294_lightfoot.webp" loading="lazy" alt="Photo of a woman wearing a wide-brimmed hat in a field, smiling and looking at the camera" class="testimonial-photo shadow-two"/><div class="metric-block bio"><p class="testimonial-name"><strong class="bold-text-10">Celine Lightfoot</strong></p><p class="testimonial-bio">CTO, Beni</p><div class="div-block-26"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/6600724385fd1ac39a7cdf7d_benilogo.webp" loading="lazy" alt="Beni logo in white text" class="testimonial-photo logo"/></div></div></div><div class="testimonial-content"><div class="metric-detail-text">Industry: Marketplace</div><div class="testimonial-quote"><h3 class="hero-testimonial-text">“Beni has a product catalog of 200M+ items and ensuring clean, structured data is an ongoing challenge. Using Refuel’s customized LLMs, we were able to label millions of items and improve accuracy on a key attribute from 46% to 87%. What would have taken us months, only took a few days with Refuel.”</h3></div><div class="divider"></div><div class="metrics"><div class="metric-block"><p class="metric-text"><strong>41-point increase</strong></p><p class="metric-detail-text">in accuracy</p></div><div class="metric-block"><p class="metric-text"><strong>99% reduction</strong></p><p class="metric-detail-text">in data quality issues</p></div><div class="metric-block"><p class="metric-text"><strong>245% increase</strong></p><p class="metric-detail-text">in GMV</p></div></div></div></div></div></div></aside><section class="infinite-scroll"><div data-w-id="5e847cab-ba47-d35b-7451-adc6a020122b" class="scroll-wrapper"><div data-w-id="5e847cab-ba47-d35b-7451-adc6a020122c" style="opacity:0" class="scroll-list"><div data-w-id="9ea7ea7f-6532-5eb6-9894-088dd2e5f57f" class="testimonial-card scroll"><p class="paragraph-10">&quot;A key bottleneck in driving growth for our marketplace is clean, structured data about our product inventory. We consistently see 95%+ precision from Refuel, and Refuel’s customized LLMs can enable us to dramatically scale the amount of data we label – from 10000s of data points per week, to millions.&quot;</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3f422fddacbf78bfb7_jeon.webp" loading="lazy" alt="Photo of Andrew Jeon smiling and looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Andrew Jeon</h3><div class="tagline">Director of Product Management – Coupang</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">&quot;Data labeling is a critical need for Enigma. We compared Refuel against our existing manual data labeling solution, and not only did Refuel’s LLM produce more accurate labels as validated by human teams, but their speed for large datasets was astounding – 1 day compared to 5 weeks. We’re excited to partner with Refuel on many more projects and leverage LLMs for data labeling and enrichment.&quot;</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3fb05ba5609d5ee8ae_zhu.webp" loading="lazy" alt="Photo of Charles Zhu looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Charles Zhu</h3><div class="tagline">VP of Product Management – Enigma</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">&quot;Refuel drastically reduces time to market for our ML features. Our team used to spend so much time on getting our training datasets in order for every new feature, but with Refuel, we can dramatically accelerate our roadmap.&quot;</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3ee3e8f9733780e029_coker.webp" loading="lazy" alt="Photo of a man outside, smiling and looking off camera" class="testimonial-image"/><div><h3 class="testimonial-author">Berk Coker</h3><div class="tagline">CTO – TeachFX</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">&quot;Labeled data from Refuel has enabled a novel way to evaluate our core ML models at scale. We’re amazed at how well Refuel’s LLMs were able to learn the nuances of our business identity data and appreciate how the Refuel team showed up throughout our partnership.&quot;</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3f15486531fdbcccba_chew.webp" loading="lazy" alt="Photo of a man smiling and looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Ken Chew</h3><div class="tagline">Data Science Lead – Middesk</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">&quot;Refuel makes it so easy to improve models by labeling data at extreme accuracy. This is a no-brainer for every data and AI team.&quot;</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3e4611e9ca1e1f111e_kawthekar.webp" loading="lazy" alt="Photo of a man smiling and looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Prasad Kawthekar</h3><div class="tagline">CEO – Dashworks</div></div></div></div></div><div class="scroll-list"><div class="testimonial-card scroll"><p class="paragraph-10">A key bottleneck in driving growth for our marketplace is clean, structured data about our product inventory. We consistently see 95%+ precision from Refuel, and Refuel’s customized LLMs can enable us to dramatically scale the amount of data we label – from 10000s of data points per week, to millions. </p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3f422fddacbf78bfb7_jeon.webp" loading="lazy" alt="Photo of Andrew Jeon smiling and looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Andrew Jeon</h3><div class="tagline">Director of Product Management – Coupang</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">Data labeling is a critical need for Enigma. We compared Refuel against our existing manual data labeling solution, and not only did Refuel’s LLM produce more accurate labels as validated by human teams, but their speed for large datasets was astounding – 1 day compared to 5 weeks. We’re excited to partner with Refuel on many more projects and leverage LLMs for data labeling and enrichment.</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3fb05ba5609d5ee8ae_zhu.webp" loading="lazy" alt="Photo of Charles Zhu looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Charles Zhu</h3><div class="tagline">VP of Product Management – Enigma</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">Refuel drastically reduces time to market for our ML features. Our team used to spend so much time on getting our training datasets in order for every new feature, but with Refuel, we can dramatically accelerate our roadmap. </p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3ee3e8f9733780e029_coker.webp" loading="lazy" alt="Photo of a man outside, smiling and looking off camera" class="testimonial-image"/><div><h3 class="testimonial-author">Berk Coker</h3><div class="tagline">CTO – TeachFX</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">Labeled data from Refuel has enabled a novel way to evaluate our core ML models at scale. We’re amazed at how well Refuel’s LLMs were able to learn the nuances of our business identity data and appreciate how the Refuel team showed up throughout our partnership.</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3f15486531fdbcccba_chew.webp" loading="lazy" alt="Photo of a man smiling and looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Ken Chew</h3><div class="tagline">Data Science Lead – Middesk</div></div></div></div><div class="testimonial-card scroll"><p class="paragraph-10">Refuel makes it so easy to improve models by labeling data at extreme accuracy. This is a no-brainer for every data and AI team.</p><div class="testimonial-info"><img src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/652b9c3e4611e9ca1e1f111e_kawthekar.webp" loading="lazy" alt="Photo of a man smiling and looking at the camera" class="testimonial-image"/><div><h3 class="testimonial-author">Prasad Kawthekar</h3><div class="tagline">CEO – Dashworks</div></div></div></div></div></div></section><section><div data-w-id="eecdbe61-5bcf-7903-8709-44b481c249a7" style="opacity:0" class="contact-us-wrapper homepage"><div class="title-wrap left"><h3 class="heading-9">Ready to get started? </h3></div><p class="_w-30">Put your data to work in minutes.</p><div data-w-id="eecdbe61-5bcf-7903-8709-44b481c249ad" style="opacity:0" class="button-wrapper-banner"><a href="/get-started" class="primary-button w-button">Get Started</a></div></div></section><div class="footer"><div class="base-container w-container"><div class="footer-wrapper"><div class="div-block-19"><div class="div-block-21"><a href="/" aria-current="page" class="footer-brand w-nav-brand w--current"><img width="216" height="Auto" src="https://cdn.prod.website-files.com/642387998f63c162e8d74bf0/64881879215eac90074a7dd2_Refuel_rev8-01_ts.svg" loading="lazy" alt="The Refuel logo and company name" class="image-6 footer-brand"/></a><div class="footer-social-icons-wrapper"><a href="https://www.linkedin.com/company/refuelai/" target="_blank" class="footer-social-icon first"></a><a href="https://twitter.com/refuelai" target="_blank" class="footer-social-icon"></a><a href="https://github.com/refuel-ai/" target="_blank" class="footer-social-icon github"></a><a href="https://discord.gg/uEdr8nrMGm" target="_blank" class="footer-social-icon last-child"></a></div></div></div><div class="footer-links-wrapper"><div class="footer-link-wrapper"><div class="footer-column"><div class="footer-header">Platform</div><a href="/blog-posts/introducing-refuel-cloud" class="footer-link sub">Refuel Cloud</a><a href="/refuel-llm" class="footer-link sub">Refuel LLM</a></div><div class="footer-column"><div class="footer-header">Resources</div><a href="/blog" class="footer-link sub">Blog</a><a href="https://docs.refuel.ai" target="_blank" class="footer-link sub">Docs</a></div><div class="footer-column"><div class="footer-header">Company</div><a href="/about" class="footer-link sub">About Us</a><a href="/careers" class="footer-link sub">Careers</a><a href="/security" class="footer-link sub">Security</a></div></div></div></div><div class="footer-rights-wrapper"><div id="w-node-_687fdb0a-ba2b-8fbe-00ad-d34028067cd8-28067cbe" class="footer-wrapper-copyright"><div class="footer-copyright">© 2024 Refuel.ai, Inc. <br/>‍</div><div class="footer-rights"><a href="/privacy-policy">Privacy Policy      </a></div><div class="footer-rights"><a href="/terms-of-service" class="link-20">Terms of Service </a></div></div><div id="w-node-_687fdb0a-ba2b-8fbe-00ad-d34028067ce7-28067cbe" class="subscribe"><h5 class="heading-19">Get updates from Refuel</h5><div class="form-block-footer w-form"><form id="email-form" name="email-form" data-name="Email Form" method="get" class="form-footer" data-wf-page-id="6423879a8f63c109f0d74c97" data-wf-element-id="687fdb0a-ba2b-8fbe-00ad-d34028067ceb"><input class="text-field w-input" maxlength="256" name="Email" data-name="Email" placeholder="Your Email" type="email" id="Email-form" required=""/><input type="submit" data-wait="Please wait..." class="primary-button w-button" value="Submit"/></form><div class="success-message w-form-done"><div>Thank you! You&#x27;ll hear from us soon.</div></div><div class="error-message w-form-fail"><div class="text-block-8">Oops! 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