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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 2

Apoha

GB est. 2023

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

Raised
$36M
Stage
S-A
67

ChemLex

SG est. 2022

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

Raised
$45M
Stage
S-A
66

Alchemab Therapeutics

Raised
$32M
Stage
S-A
66

Enjamb Labs

US est. 2026

Full stack AI Agents accelerating Biopharma R&D

Raised
$500K
Stage
Seed
64

Verley

FR est. 2021

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

Raised
$45M
Stage
S-A
64

Converge Bio

US est. 2023

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

Raised
$30.5M
Stage
Seed
64

RayThera

US est. 2021

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

Raised
$110M
Stage
S-A
62

immunitoAI

est. 2020
Raised
$6.1M
Stage
S-A
62

Xaira Therapeutics

Pioneering transformative artificial intelligence to discover and develop the next generation of life-changing medicines.

60

Latent Labs

GB

Building frontier generative AI models that capture the fundamentals of biology to make biology programmable.

60

EvolutionaryScale

Frontier AI for the life sciences, enabling scientists to understand, imagine, and create proteins.

60

Enveda

US

Enveda is learning from life to discover medicines 4X faster than the industry average by unlocking nature's hidden chemistry.

60

SandboxAQ

US

Transforming the world with AI and advanced computing, applying quantitative AI to solve complex challenges in various industries.

60

Perceptic

GB est. 2025

The AI operating system for pharmaceutical drug development

Raised
$12M
Stage
Seed
60

Antiverse

GB est. 2017

Generative AI antibody design for challenging and undruggable targets

Raised
$18M
Stage
Seed
60

Ollin Biosciences

Raised
$100M
Stage
S-A
60

Iambic Therapeutics

Leveraging AI technologies to accelerate the discovery and development of optimised medicines for challenging diseases.

59

Atomwise

Our AI superplatform explores the vast universe of chemical space to discover novel, drug-like molecules unseen by others.

59

Cradle

Leverage AI to generate protein candidates and improve their properties, achieving more breakthroughs in fewer experiments.

59

MOA Foodtech

ES est. 2020

AI-driven biomass fermentation turning food waste into sustainable proteins

Raised
$20M
Stage
Grant
59

Reveal HealthTech

US est. 2023

Healthcare AI specialist building clinical trial and workflow automation products

Raised
$7.2M
Stage
S-A
58

Living Models

FR est. 2024

AI foundation models for biology, starting with plant genomics

Raised
$7M
Stage
Seed
58

Ensocell

Raised
$16.3M
Stage
Seed
58

Trially

US est. 2022

Agentic AI that enrolls clinical trials faster by converting patient matches

Raised
$4.7M
Stage
Seed
56