Gleam vs Isomorphic Labs
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Gleam | Isomorphic Labs |
|---|---|---|
| Pricing | Contact for pricing | Contact for pricing |
| Target Customer | Clinical research sites & coordinators | Large pharma & research institutions |
| Core Technology | Browser extension for automated EDC data entry | AI predictive & generative models for drug design |
| Key Integrations | Browser-based sources & EDCs (no custom setup) | Pharma partnerships (Novartis, Johnson & Johnson) |
| Deployment | Browser extension, cloud-based | Custom collaborations, no public API |
Gleam is a browser-based AI data-entry assistant that moves source data from eSource into EDC case report forms for clinical research sites.
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Isomorphic Labs applies generative AI drug discovery to design novel molecules and predict how candidates will perform.
Visit WebsiteWho should pick which
- Clinical Research CoordinatorPick: Gleam
Gleam automates data entry into EDCs, reducing transcription errors and freeing time for patient care. It integrates with browser-based sources without sponsor approval.
- Site DirectorPick: Gleam
Gleam offers sponsor-independent workflow automation, cutting data entry time and audit prep overhead, ideal for sites using multiple EDCs.
- Pharma VP of Drug DiscoveryPick: Isomorphic Labs
Isomorphic Labs provides AI-first predictive and generative models for novel molecule design, with proven pharma collaborations and deep AlphaFold expertise.
- Research Institution Seeking AI Drug Design PartnerPick: Isomorphic Labs
Isomorphic Labs combines world-class AI (AlphaFold) with drug discovery experience, suitable for large-scale programs requiring rapid lead optimization.
Frequently Asked Questions
Which tool is cheaper?
Both are contact-based pricing; Gleam likely costs less for individual sites, while Isomorphic Labs involves multi-million dollar partnerships.
Can I use Isomorphic Labs directly as a software tool?
No. Isomorphic Labs operates through pharma collaborations only, not as a product or API. It's a partner for drug discovery programs.
Does Gleam require integration with my EDC?
No. Gleam works as a browser extension with any browser-based EDC, without custom integrations or sponsor approval.
Can Gleam handle paper sources?
Paper/PDF support is on the waitlist, coming soon. Currently, it works best with electronic sources.
What is the latest news about Isomorphic Labs?
Most recent: Series B in February 2026 (announced May 2026), and a collaboration with Johnson & Johnson announced January 2026.
What is the latest news about Gleam?
Recent news unrelated to product: a DNS server in Gleam, and a report on AI human labor. No product updates announced.
Are these tools competitors?
No. Gleam is for clinical data entry at sites; Isomorphic Labs is for AI drug discovery at pharma. They serve completely different markets.
Which has stronger AI?
Isomorphic Labs uses Nobel Prize-winning AlphaFold for predictive protein-ligand models. Gleam uses context-aware AI for data entry, not comparable.
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Last reviewed: July 3, 2026