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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

See all →

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 2

Profluent

US est. 2022

Frontier AI models for programmable biology and protein design

Raised
$150M
Stage
S-B
52

Verley

FR est. 2021

Precision-fermented, animal-free whey protein powered by AI bioprocess design

Raised
$45M
Stage
S-A
51

Living Models

FR est. 2024

AI foundation models for biology, starting with plant genomics

Raised
$7M
Stage
Seed
51

Superluminal Medicines

est. 2023

AI biotech company developing small-molecule drugs that target G protein-coupled receptors

Raised
$120M
Stage
S-A
51

Enjamb Labs

US est. 2026

Full stack AI Agents accelerating Biopharma R&D

Raised
$500K
Stage
Seed
50

Trially

US est. 2022

Agentic AI that enrolls clinical trials faster by converting patient matches

Raised
$4.7M
Stage
Seed
50

RayThera

US est. 2021

AI-driven small-molecule discovery for safer, more effective immunology drugs

Raised
$110M
Stage
S-A
50

Accipiter Biosciences

United States est. 2025

AI-designed de novo protein therapies for complex diseases

Raised
$12.7M
Stage
Seed
50

Nabla Bio

US est. 2021

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

Raised
$37M
Stage
S-A
49

Yoneda Labs

United States est. 2023

Foundation AI model for chemistry

Raised
$4M
Stage
Seed
49

Astraea

US est. 2025

Agents that compress clinical trial biometrics from months to days.

Raised
$500K
Stage
Seed
48

Biomatter

LT est. 2019

Generative AI for protein and enzyme design across industries

Raised
$7M
Stage
Seed
48

Chemify

United Kingdom est. 2022

Digitizing chemistry with AI and robotics to make any molecule on demand

Raised
$93M
Stage
S-B
48

Isomorphic Labs

London-based AI drug-design company spun out of Google DeepMind to reimagine the entire drug

Raised
$4.8B
Stage
S-B
47

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
46

Antiverse

GB est. 2017

Generative AI antibody design for challenging and undruggable targets

Raised
$18M
Stage
Seed
46

Genesis Therapeutics

AI drug-discovery company building generative and predictive models to design small-molecule

Raised
$344M
Stage
STRATEGIC EQUITY INVESTMENT
46

Generate:Biomedicines

PRIVATE
United States est. 2018

Generative AI for programmable protein therapeutics

Raised
$700M
Stage
S-C
46

immunitoAI

est. 2020

Bengaluru-based biotech building an AI platform that designs novel antibody therapeutics from

Raised
$6.1M
Stage
S-A
45

Aqemia

French AI drug-discovery company that fuses quantum-inspired statistical mechanics with deep

Raised
$103M
Stage
S-B
45

Axiom Bio

United States est. 2023

AI models that predict human drug toxicity without animal testing

Raised
$15M
Stage
Seed
45

Ollin Biosciences

Biotech advancing best-in-class bispecific antibody therapies for eye disease, using AI and

Raised
$100M
Stage
S-A
44

Owkin

FR est. 2016

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

Raised
$354M
Stage
S-B
43

Proscia

United States est. 2014

AI-powered digital pathology for precision medicine

Raised
$130M
Stage
S-D
43