Isomorphic Labs IsoDDE vs Dovetail vs Exa vs Wren AI
A side-by-side look at scores, pricing and features — with RECATOOLS' ASEAN-aware verdict for each.
Isomorphic Labs IsoDDE
DeepMind's AI Drug Design Engine that doubles AlphaFold 3 accuracy in...
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Dovetail
Customer research platform with AI insights
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Exa
Web search and retrieval API built for AI agents and apps
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Wren AI
Open-source text-to-SQL agent that turns questions into dashboards
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| RECATOOLS Score | 8.2 / 10 | 7.4 / 10 | 7.7 / 10 | 7.4 / 10 |
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| Value for money | ||||
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| ASEAN readiness | ||||
| API quality | ||||
| Pricing | Enterprise | Subscription | Freemium | Freemium |
| Free tier | None — no free or academic tier publicly available | — | 20,000 search requests per month on the free plan; startup and education grants of $1,000 in free API credits also available | — |
| Paid from | Enterprise partnership only; deals structured around R&D milestones (not per-seat or API) | — | API search billed at $7 per 1,000 requests (as of March 2026 pricing update) | — |
| Has API | ✗ | ✓ | ✓ | ✓ |
| Open source | ✗ | ✗ | ✗ | ✓ |
| Free to use | ✗ | ✗ | ✓ | ✓ |
| Users | Not publicly disclosed; access limited to pharma partnership cohort | — | — | — |
| Founded | 2021 | 2017 | 2021 | — |
| Maker | Alphabet Inc. (via Google DeepMind spinoff) | — | — | — |
| Verdict | Isomorphic Labs IsoDDE represents a genuine scientific leap in AI-driven drug design — its 50% accuracy on the hardest protein-ligand prediction benchmark, outperformance of physics-based gold standards in binding affini... |
Dovetail is a leading customer-insight platform: it ingests interviews, support tickets, surveys and call recordings, transcribes them, and uses AI to tag, cluster and summarise themes so research doesn't die in scattere... |
Exa earns its credibility through customer names, not just claims: Cursor, Notion AI, Cognition and OpenRouter all use it in production, and a $250M Series C at a $2.2B valuation (May 2026, led by a16z) backs that up. Th... |
Wren's angle on text-to-SQL is the "context layer" — rather than firing a raw question at an LLM and hoping the schema is self-explanatory, it grounds queries in defined business semantics, which matters once you're past... |
| Full review → | Full review → | Full review → | Full review → |
Comparisons cover up to 4 tools. Scores are RECATOOLS editorial assessments; verify current pricing on each vendor's site.