Chai Discovery's $130M Series B and the open-source Chai-1 protein-structure model put the category back in conversation against AlphaFold 3 and Isomorphic Labs. Recursion and Tempus operate the largest phenomics and clinical-genomics datasets in the public-comparable set, while Insilico Medicine pushed its first generative-AI-designed molecule INS018_055 into Phase II for IPF. Owkin partners with hospitals on federated learning, EvolutionaryScale shipped ESM3 as a frontier protein language model, and Xaira Therapeutics launched in 2024 with one of the largest seed rounds in biotech history. Atomwise, Cradle, Latent Labs, and Iambic round out the computational-chemistry layer.
CATEGORY
Best Drug Discovery AI Tools
61 tools compared · 2026
Generative chemistry, protein language models, and AI scientists targeting the trillion-dollar pharma R&D bottleneck
61 drug discovery startups tracked, with the largest concentration in US. Total tracked funding: $9.5B.
Tracked
61
Total Raised
$9.5B
Countries
9
Active Deals
0
1 
Isomorphic Labs — $2.7B 2 
Generate:Biomedicines Somerville, United States $700M 3 
Proscia Philadelphia, United States $130M 4 
Genesis Therapeutics — $344M 5 
Aqemia — $103M 6 
Chemify Glasgow, United Kingdom $93M 7 
Cellular Intelligence Boston, United States $47M 8 
Tahoe Therapeutics — $30M 9 
Accipiter Biosciences Seattle, United States $12.7M 10 
Axiom Bio San Francisco, United States $15M 11 
Yoneda Labs San Francisco, United States $4M 12 
Recursion Salt Lake City, US $500M
Funding by year — Drug Discovery
2019 → 2026Market overview
Key trends 2026
- Foundation-model biology arrives. Chai-1, ESM3, and AlphaFold 3 reset the structure-prediction baseline for in silico screening.
- Phase II readouts begin. Insilico's INS018_055 IPF program gives the first generative-AI-discovered drug a real clinical signal.
- Federated data beats centralized scraping. Owkin's hospital network model sidesteps the patient-data licensing wall that blocks others.
Benchmarks vs global
First AI-designed drug in Phase II
INS018_055 (Insilico)
vs zero pre-2023 ↑
Largest tracked round
$130M (Chai Series B)
vs Xaira's $1B 2024 launch ↑
Hit-rate uplift, AI-led campaigns
4-10x (Enveda claim)
vs traditional HTS baseline ↑
Top countries
By startup countStage breakdown
Latest round typeTop investors backing Drug Discovery
See all →Lux Capital
6 deals
General Catalyst
6 deals
GV (Google Ventures)
6 deals
SP
Sofinnova Partners
5 deals
AV
ARCH Venture Partners
5 deals
Khosla Ventures
5 deals
MC
Mubadala Capital
3 deals
F
F-Prime
3 deals
B
Bpifrance
3 deals
BL
Bpifrance Large Venture
3 deals
CI
Cathay Innovation
3 deals
Menlo Ventures
3 deals
FAQ
Frequently asked
Which AI drug-discovery startup has raised the most?
Among our tracked startups Chai Discovery leads at $130M Series B. Public peers Recursion and Tempus have raised more historically (Recursion $400M+ pre-IPO, Tempus IPO 2024) but trade as listed companies rather than VC-staged startups.
Has any AI-designed drug reached clinical trials?
Yes. Insilico Medicine's INS018_055 for idiopathic pulmonary fibrosis advanced into Phase II — the first molecule with both target identified and structure designed by generative AI to reach that stage. Several Recursion and Iambic candidates are in Phase I.
What does Chai-1 give researchers that AlphaFold 3 doesn't?
Chai-1 ships with weights downloadable for non-commercial research and matches AlphaFold 3 on ligand and antibody benchmarks. AlphaFold 3 is gated behind Isomorphic's web server with usage caps, which limits high-throughput in-silico screening pipelines.
Recent rounds in Drug Discovery
All rounds →| Date | Startup | Round | Amount |
|---|---|---|---|
| Jun 2026 | Apoha | Series A | $36M |
| May 2026 | Perceptic | Seed | $12M |
| May 2026 | Genesis Therapeutics | Strategic Equity Investment | $40M |
| May 2026 | Imperagen | Seed | $6.7M |
| May 2026 | Isomorphic Labs | Series B | $2.1B |
| Jan 2026 | Enjamb Labs | Seed | $500K |
| Dec 2025 | Chai Discovery | Series B | $130M |
| Dec 2025 | Paradigm Health | Series B | $78M |
All Drug Discovery startups
Page 2Diffuse Bio
Generative AI for protein design with in-house assay development and data generation
ChemLex
24/7 self-driving lab that runs autonomous chemistry to accelerate drug discovery
Raised
$45M
Stage
S-A
Insilico Medicine
Accelerating drug discovery and development through generative AI and advanced bioinformatics platforms.
Raised
$510M
Stage
S-E
Reveal HealthTech
Healthcare AI specialist building clinical trial and workflow automation products
Raised
$7.2M
Stage
S-A
Apoha
AI for molecular behavior — the next data class after sequence and structure
Raised
$36M
Stage
S-A
Terray Therapeutics
Generative AI and ultra-high-throughput chemistry for small-molecule drug discovery
Raised
$180M
Stage
S-B
AI Proteins
Designing a new class of de novo miniprotein medicines with AI
Raised
$59.7M
Stage
S-A
Perceptic
The AI operating system for pharmaceutical drug development
Raised
$12M
Stage
Seed
Basecamp Research
Building a GPT for biology from the planet's largest proprietary genomic dataset
Raised
$85M
Stage
S-B
Bindwell
Applies AI-driven molecular discovery techniques, originally developed for drug discovery, to
Raised
$6M
Stage
Seed
MOA Foodtech
AI-driven biomass fermentation turning food waste into sustainable proteins
Raised
$20M
Stage
Grant
Converge Bio
Generative AI hub of foundation models across DNA, RNA, protein, and small molecules
Raised
$30.5M
Stage
Seed
Excelsior Sciences
Novel modular chemistry that machines can run and AI can learn from
Raised
$95M
Stage
S-A
Noetik
Multimodal virtual-cell foundation models for precision oncology
Raised
$54M
Stage
S-A
Profluent
Frontier AI models for programmable biology and protein design
Raised
$150M
Stage
S-B
Verley
Precision-fermented, animal-free whey protein powered by AI bioprocess design
Raised
$45M
Stage
S-A
Living Models
AI foundation models for biology, starting with plant genomics
Raised
$7M
Stage
Seed
Superluminal Medicines
AI biotech company developing small-molecule drugs that target G protein-coupled receptors
Raised
$120M
Stage
S-A
Enjamb Labs
Full stack AI Agents accelerating Biopharma R&D
Raised
$500K
Stage
Seed
Trially
Agentic AI that enrolls clinical trials faster by converting patient matches
Raised
$4.7M
Stage
Seed
RayThera
AI-driven small-molecule discovery for safer, more effective immunology drugs
Raised
$110M
Stage
S-A
Nabla Bio
Generative AI for de novo antibody and protein design against tough drug targets
Raised
$37M
Stage
S-A
Astraea
Agents that compress clinical trial biometrics from months to days.
Raised
$500K
Stage
Seed
Biomatter
Generative AI for protein and enzyme design across industries
Raised
$7M
Stage
Seed