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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<meta http-equiv="Content-Security-Policy" content="default-src 'self'; base-uri 'self'; object-src 'none'; script-src 'self'; style-src 'self'; font-src 'self'; img-src 'self'; connect-src 'none'; frame-src 'none'; form-action 'none'; require-trusted-types-for 'script'; trusted-types 'none'">
<meta name="viewport" content="width=device-width, initial-scale=1">
<meta name="description" content="PRIMO is an open benchmark initiative evaluating whether omics AI helps develop drugs, from target to clinic.">
<meta name="theme-color" content="#080F5F">
<meta property="og:type" content="website">
<meta property="og:title" content="PRIMO — Patient-relevant benchmarks for omics AI">
<meta property="og:description" content="Open collaboration to bring clarity to evaluations of foundation models for omics, from target discovery to the clinic.">
<meta property="og:image" content="assets/primo-banner.png">
<meta property="og:url" content="https://primomics.org/">
<meta name="twitter:card" content="summary_large_image">
<title>PRIMO — Patient-relevant benchmarks for omics AI</title>
<link rel="canonical" href="https://primomics.org/">
<link rel="icon" href="assets/favicon.png" type="image/png" sizes="64x64">
<link rel="preload" href="assets/fonts/funnel-display.woff2" as="font" type="font/woff2" crossorigin>
<link rel="preload" href="assets/fonts/funnel-sans.woff2" as="font" type="font/woff2" crossorigin>
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<link rel="stylesheet" href="styles.css">
<script src="script.js" defer></script>
</head>
<body>
<a class="skip-link" href="#main">Skip to content</a>
<header class="site-header" id="top">
<div class="frame header-inner">
<a class="brand" href="#top" aria-label="PRIMO home">
<img class="brand-mark" src="assets/primo-mark.webp" alt="" width="80" height="92">
<span>PRIMO</span>
</a>
<button class="nav-toggle" type="button" aria-expanded="false" aria-controls="site-nav">
<span class="sr-only">Toggle navigation</span><i></i><i></i>
</button>
<nav id="site-nav" class="site-nav" aria-label="Primary navigation">
<a href="#about">About</a>
<a href="#community">Community</a>
<a href="#updates">Updates</a>
<a class="nav-join" href="mailto:karim.elkanbi@scientalab.com?subject=Join%20PRIMO">Join <span aria-hidden="true">→</span></a>
</nav>
</div>
</header>
<main id="main">
<section id="about" class="band band--hero" aria-labelledby="hero-title">
<div class="frame band-inner hero-inner">
<div class="hero-copy">
<p class="overline">Open benchmark initiative · omics AI</p>
<h1 id="hero-title">Open collaboration to bring clarity to evaluations of foundation models for omics.</h1>
<p class="hero-lead">From target discovery to the clinic. Built by an open community of omics researchers, ML scientists, clinicians, and drug developers.</p>
<div class="hero-actions">
<a class="button button--primary" href="mailto:karim.elkanbi@scientalab.com?subject=Join%20PRIMO">Join</a>
<a class="button button--outline" href="https://openreview.net/forum?id=v2SA8gHwqo">Publication</a>
</div>
</div>
<div class="resources" aria-labelledby="resources-title">
<p class="resources-title" id="resources-title">Resources</p>
<a class="resource resource--link" href="https://openreview.net/forum?id=v2SA8gHwqo">
<span class="resource-name">Publication</span>
<span class="resource-state resource-state--open">open <span aria-hidden="true">→</span></span>
</a>
<a class="resource resource--link" href="https://primomics-primo-eval.hf.space/?tab=boards">
<span class="resource-name">Hugging Face Space</span>
<span class="resource-state resource-state--open">open <span aria-hidden="true">→</span></span>
</a>
<p class="resource">
<span class="resource-name">GitHub</span>
<span class="resource-state">soon</span>
</p>
<p class="resource">
<span class="resource-name">Slack</span>
<span class="resource-state">soon</span>
</p>
</div>
</div>
</section>
<section id="community" class="band band--community" aria-labelledby="community-title">
<div class="frame band-inner">
<div class="band-heading">
<h2 id="community-title">Community contributors</h2>
<p class="band-heading-note">Academia · biotech · pharma · technology</p>
</div>
<p class="band-lead">PRIMO is initiated by Scienta Lab and is being built as an open, community-driven benchmark. We are welcoming founding contributors from academia, biotech, pharma, and technology.</p>
<ul class="affiliations-grid">
<li>
<a class="affiliation" href="https://www.scientalab.com/" target="_blank" rel="noopener noreferrer" aria-label="Visit Scienta Lab">
<img src="assets/scienta-lab.svg" alt="Scienta Lab" width="147" height="24" loading="lazy" decoding="async">
</a>
</li>
<li>
<a class="affiliation" href="https://huggingface.co/" target="_blank" rel="noopener noreferrer" aria-label="Visit Hugging Face">
<img class="affiliation-logo--hugging-face" src="assets/hugging-face.svg" alt="Hugging Face" width="963" height="256" loading="lazy" decoding="async">
</a>
</li>
<li>
<a class="affiliation affiliation--open" href="mailto:karim.elkanbi@scientalab.com?subject=PRIMO%20founding%20partner">
<span>Your organization</span>
<small>Founding partners welcome</small>
</a>
</li>
</ul>
</div>
</section>
<section id="updates" class="band band--updates" aria-labelledby="updates-title">
<div class="frame band-inner">
<div class="band-heading">
<h2 id="updates-title">Latest from PRIMO</h2>
<p class="band-heading-note band-heading-note--mono">Updates</p>
</div>
<div class="updates-table-wrap">
<table class="updates-table">
<thead>
<tr>
<th scope="col" class="col-status">Status</th>
<th scope="col" class="col-item">Item</th>
<th scope="col" class="col-where">Where</th>
</tr>
</thead>
<tbody>
<tr>
<td class="cell-status cell-status--live" data-label="Status">ICLR 2026<br>LMRL spotlight</td>
<td class="cell-item" data-label="Item">
<a class="item-title item-title--link" href="https://openreview.net/forum?id=v2SA8gHwqo">A Transcriptomic Benchmark for Foundation Models in Immunology and Inflammation</a>
<p>Our first multitask benchmark evaluates patient representations under the realistic constraints of immunology and inflammation cohorts.</p>
</td>
<td class="cell-where cell-where--live" data-label="Where">OpenReview</td>
</tr>
<tr>
<td class="cell-status cell-status--live" data-label="Status">Live</td>
<td class="cell-item" data-label="Item">
<a class="item-title item-title--link" href="https://primomics-primo-eval.hf.space/?tab=boards">Evaluate a model with PRIMO</a>
<p>Upload one embedding file with model predictions across public datasets to run the PRIMO benchmark.</p>
</td>
<td class="cell-where cell-where--live" data-label="Where">Hugging Face Space</td>
</tr>
<tr>
<td class="cell-status" data-label="Status">Coming soon</td>
<td class="cell-item" data-label="Item">
<span class="item-title">Open evaluation code</span>
<p>The evaluation harness, baseline implementations, and contribution workflow will be published on GitHub.</p>
</td>
<td class="cell-where" data-label="Where">GitHub</td>
</tr>
</tbody>
</table>
</div>
</div>
</section>
<section id="get-involved" class="band band--contribute" aria-labelledby="contribute-title">
<div class="frame band-inner contribute-inner">
<div class="contribute-copy">
<p class="overline overline--coral">Get involved</p>
<h2 id="contribute-title">Contribute to PRIMO</h2>
<p>Bring your expertise, datasets, models, or evaluation ideas. We welcome contributions from researchers and practitioners across the drug-development ecosystem.</p>
</div>
<div class="routes">
<a class="route" href="mailto:karim.elkanbi@scientalab.com?subject=Join%20the%20PRIMO%20community">
<span class="route-head">
<span class="route-title">Join the community</span>
<span class="route-action">Become a partner <span aria-hidden="true">→</span></span>
</span>
<span class="route-note">Help build consensus on how omics foundation models should be evaluated.</span>
</a>
<a class="route" href="mailto:karim.elkanbi@scientalab.com?subject=Contribute%20to%20the%20PRIMO%20benchmark">
<span class="route-head">
<span class="route-title">Shape the benchmark</span>
<span class="route-action">Propose <span aria-hidden="true">→</span></span>
</span>
<span class="route-note">Contribute tasks, patient cohorts, modalities, endpoints, or methodological review.</span>
</a>
<a class="route" href="mailto:karim.elkanbi@scientalab.com?subject=Benchmark%20a%20model%20with%20PRIMO">
<span class="route-head">
<span class="route-title">Benchmark a model</span>
<span class="route-action">Register interest <span aria-hidden="true">→</span></span>
</span>
<span class="route-note">Be among the first to compare your model with peers and strong statistical baselines.</span>
</a>
</div>
</div>
</section>
</main>
<footer class="site-footer">
<div class="frame band-inner footer-inner">
<span>PRIMO · PRIMOMICS.ORG</span>
<a href="mailto:karim.elkanbi@scientalab.com">CONTACT</a>
</div>
</footer>
</body>
</html>