Head-to-head · AI Drug Discovery Software
Recursion vs XtalPi ID4Inno
Recursion leads on 0 checks, XtalPi ID4Inno on 0, and 4 are even. Who comes out ahead on the 4 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.
Our verdict
- Highest scoreRecursion · 8.7/10
- Most featuresRecursion · 3 of 4
Recursion scores higher on our rubric for ai drug discovery software: 8.7 against 7.8 out of 10; our editors rank them #3 and #6.
Recursion is the better fit for teams linking computational discovery to experiments. XtalPi ID4Inno is the better fit for teams advancing hits through computational and lab cycles.
- Recursion fits best
Teams linking computational discovery to experiments
- XtalPi ID4Inno fits best
Teams advancing hits through computational and lab cycles
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Side by side
| Feature | Recursion 8.7/10 Visit ↗ | XtalPi ID4Inno 7.8/10 Visit ↗ |
|---|---|---|
| At a glance | ||
| Editor score | 8.7 | 7.8 |
| Ranking | #3 in AI Drug Discovery Software | #6 in AI Drug Discovery Software |
| Best for | Teams linking computational discovery to experiments | Teams advancing hits through computational and lab cycles |
| Pricing model | Paid | Paid |
| Starting price | Pricing on request | Pricing on request |
| Free plan | — | Not checked yet |
| Free trial | — | — |
| Built for | Mid-market, Enterprise | Mid-market, Enterprise |
| Features Recursion 3/4 · XtalPi ID4Inno 2/4 | ||
| Target identification | ✓ (best) | Not checked yet |
| Molecule design | ✓ | ✓ |
| Drug repurposing | Not checked yet | Not checked yet |
| Research publications | ✓ | ✓ |
| Specs | ||
| Discovery scope | Suite | Suite |
| Deployment options | Not checked yet | Cloud |
| Our review | ||
| Pros |
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| Cons |
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| Our verdict | Recursion OS brings computational drug discovery and physical experimentation into one platform, with workflows that span target identification through molecule design and onward into development. Its capabilities include machine-learning… Read the review → |
XtalPi ID4Inno is a cloud-based small-molecule drug discovery platform for pharmaceutical and biotech research teams working on hit discovery and lead optimization, including projects against nominated targets. It brings AI-based molecule… Read the review → |
Strengths and trade-offs
Recursion — where it wins
- Connects target identification, molecule design and ADMET computation.
- Combines machine-learning analysis of biological and chemical data.
- Schedules synthesis and experiments, with results feeding computational workflows.
Where it doesn't
- No free plan is available.
- Pricing is handled through sales rather than public plan tiers.
- The proprietary Recursion OS is not open source.
XtalPi ID4Inno — where it wins
- Combines goal-directed molecule generation with property optimization.
- Supports virtual screening, induced-fit docking, and binding free-energy prediction.
- Connects computational workflows with automated synthesis and experimental feedback.
Where it doesn't
- Focused on small-molecule discovery rather than broader modalities.
- Cloud deployment may not suit teams seeking on-premises deployment.
- Pricing is handled through sales rather than self-serve plans.
- Recursion8.7/10 · Pricing on request
A broad discovery suite for teams connecting computational models with lab experiments.
Visit RecursionFull verdict → - XtalPi ID4Inno7.8/10 · Pricing on request
A cloud discovery suite linking molecule design, computational screening, and experimental feedback.
Contact XtalPiFull verdict →
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Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026
Last updated · How we research and update