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Best Drug Discovery AI Tools

52 tools compared · 2026

Generative chemistry, protein language models, and AI scientists targeting the trillion-dollar pharma R&D bottleneck

52 drug discovery startups tracked, with the largest concentration in US. Total tracked funding: $9.2B.

Tracked
52
Total Raised
$9.2B
Countries
7
Active Deals
0

Top by score

View all 52 →

Funding by year — Drug Discovery

2019 → 2026
$121M
’19
$239M
’20
$1.1B
’21
$18.2M
’22
$473M
’23
$190M
’24
$1.2B
’25
$2.2B
’26

Market overview

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.

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 count

Stage breakdown

Latest round type
  • Series A 16
  • Seed 12
  • Series B 10
  • Strategic equity investment 1
  • Series E 1
  • Series D 1
  • Series C 1
  • IPO 1

Top investors backing Drug Discovery

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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 1

Isomorphic Labs

Raised
$2.7B
Stage
S-B
90

Treeline Biosciences

US est. 2021

Computational and experimental drug discovery for hard-to-drug cancer targets

Raised
$1.1B
Stage
S-A
82

Generate:Biomedicines

PRIVATE
United States est. 2018

Generative AI for programmable protein therapeutics

Raised
$700M
Stage
S-C
77

Recursion

US est. 2013

Pioneering AI-driven solutions in drug discovery to radically improve lives.

Raised
$500M
Stage
IPO
76

Terray Therapeutics

US est. 2018

Generative AI and ultra-high-throughput chemistry for small-molecule drug discovery

Raised
$180M
Stage
S-B
74

Genesis Molecular AI

US est. 2019

Generative AI for small-molecule drug discovery

Raised
$280M
Stage
S-B
74

Basecamp Research

GB est. 2019

Building a GPT for biology from the planet's largest proprietary genomic dataset

Raised
$85M
Stage
S-B
73

Owkin

FR est. 2016

Pioneering biological artificial superintelligence to automate R&D and connect research directly to patient care.

Raised
$354M
Stage
S-B
72

Insilico Medicine

US

Accelerating drug discovery and development through generative AI and advanced bioinformatics platforms.

Raised
$510M
Stage
S-E
72

Nabla Bio

US est. 2021

Generative AI for de novo antibody and protein design against tough drug targets

Raised
$37M
Stage
S-A
72

Pathos AI

est. 2022
Raised
$467M
Stage
S-D
72

Genesis Therapeutics

Raised
$344M
Stage
STRATEGIC EQUITY INVESTMENT
72

Bioptimus

FR est. 2024

Building the first universal AI foundation model for biology.

Raised
$76M
Stage
S-A
71

Edison Scientific

US est. 2025

AI scientist that compresses months of research into a single day

Raised
$70M
Stage
Seed
71

Aqemia

Raised
$103M
Stage
S-B
71

Excelsior Sciences

US est. 2023

Novel modular chemistry that machines can run and AI can learn from

Raised
$95M
Stage
S-A
70

Paradigm Health

US est. 2023

AI research platform making clinical trials part of routine patient care

Raised
$359M
Stage
S-B
69

Superluminal Medicines

est. 2023
Raised
$120M
Stage
S-A
69

Tahoe Therapeutics

Raised
$30M
Stage
S-A
69

AI Proteins

US est. 2021

Designing a new class of de novo miniprotein medicines with AI

Raised
$59.7M
Stage
S-A
68

Chai Discovery

US est. 2023

Engineering better molecules using artificial intelligence for drug-like antibody design against challenging targets with atomic precision.

Raised
$200M
Stage
S-B
67

Manas AI

US est. 2024

AI-driven discovery of novel cancer medicines

Raised
$24.6M
Stage
Seed
67

Lindus Health

GB est. 2021

The anti-CRO running radically faster, AI-enabled clinical trials end to end

Raised
$78M
Stage
S-B
67

Noetik

US est. 2021

Multimodal virtual-cell foundation models for precision oncology

Raised
$54M
Stage
S-A
67