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Best Drug Discovery AI Tools

62 tools compared · 2026

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

62 drug discovery startups tracked, with the largest concentration in US. Total tracked funding: $12.1B.

Tracked
62
Total Raised
$12.1B
Countries
9
Active Deals
0

Top by score

View all 62 →

Funding by year — Drug Discovery

2019 → 2026
$121M
’19
$239M
’20
$1.1B
’21
$18.2M
’22
$516M
’23
$2.3B
’24
$1.9B
’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 17
  • Seed 17
  • Series B 11
  • Series D 2
  • Strategic equity investment 1
  • Series E 1
  • Series C 1
  • Series A Extension 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

Lila Sciences

US est. 2023

Building scientific superintelligence and autonomous AI labs for life, chemical and materials sciences.

Raised
$550M
Stage
SERIES A EXTENSION
76

Recursion

US est. 2013

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

Raised
$500M
Stage
IPO
67

Paradigm Health

US est. 2023

AI research platform making clinical trials part of routine patient care

Raised
$359M
Stage
S-B
66

Treeline Biosciences

US est. 2021

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

Raised
$1.1B
Stage
S-A
63

Bioptimus

FR est. 2024

Building the first universal AI foundation model for biology.

Raised
$76M
Stage
S-A
59

Lindus Health

GB est. 2021

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

Raised
$78M
Stage
S-B
59

Edison Scientific

US est. 2025

AI scientist that compresses months of research into a single day

Raised
$70M
Stage
Seed
59

Genesis Molecular AI

US est. 2019

Generative AI for small-molecule drug discovery

Raised
$280M
Stage
S-B
57

Manas AI

US est. 2024

AI-driven discovery of novel cancer medicines

Raised
$24.6M
Stage
Seed
57

Pathos AI

est. 2022

Patient-centric, AI-powered drug development company focused on accelerating cancer therapies

Raised
$467M
Stage
S-D
57

Diffuse Bio

United States

Generative AI for protein design with in-house assay development and data generation

57

ChemLex

SG est. 2022

24/7 self-driving lab that runs autonomous chemistry to accelerate drug discovery

Raised
$45M
Stage
S-A
56

Insilico Medicine

US

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

Raised
$510M
Stage
S-E
55

Reveal HealthTech

US est. 2023

Healthcare AI specialist building clinical trial and workflow automation products

Raised
$7.2M
Stage
S-A
55

Apoha

GB est. 2023

AI for molecular behavior — the next data class after sequence and structure

Raised
$36M
Stage
S-A
55

Terray Therapeutics

US est. 2018

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

Raised
$180M
Stage
S-B
54

AI Proteins

US est. 2021

Designing a new class of de novo miniprotein medicines with AI

Raised
$59.7M
Stage
S-A
54

Perceptic

GB est. 2025

The AI operating system for pharmaceutical drug development

Raised
$12M
Stage
Seed
54

Basecamp Research

GB est. 2019

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

Raised
$85M
Stage
S-B
54

Bindwell

Applies AI-driven molecular discovery techniques, originally developed for drug discovery, to

Raised
$6M
Stage
Seed
54

MOA Foodtech

ES est. 2020

AI-driven biomass fermentation turning food waste into sustainable proteins

Raised
$20M
Stage
Grant
53

Converge Bio

US est. 2023

Generative AI hub of foundation models across DNA, RNA, protein, and small molecules

Raised
$30.5M
Stage
Seed
53

Excelsior Sciences

US est. 2023

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

Raised
$95M
Stage
S-A
53

Noetik

US est. 2021

Multimodal virtual-cell foundation models for precision oncology

Raised
$54M
Stage
S-A
53