Company profile

Chai Discovery

Drug Discovery & Development

Company profile

About Chai Discovery

Chai Discovery is an AI-driven drug discovery company that develops frontier models and computational tools to predict and reprogram interactions between molecules. The company's mission is to transform biology from a scientific practice into an engineering discipline, enabling rational drug design where therapeutic candidates can be generated computationally and ready for IND-enabling studies. Their flagship technology, Chai-2, represents a breakthrough in de novo antibody design, capable of designing full-length, drug-like monoclonal antibodies (mAbs) with atomic precision. The platform achieves double-digit success rates for antibodies and over 50% success rates for miniproteins, allowing researchers to bypass traditional high-throughput screening. Chai-2 can target challenging proteins including GPCRs and membrane proteins, design for specific epitopes, handle post-translational modifications, and control for species specificity. The company has established major partnerships with leading pharmaceutical companies including Eli Lilly and Pfizer. Chai Discovery's technology addresses traditionally "hard to drug" targets and has demonstrated sub-angstrom level structural accuracy validated through cryo-EM studies. The company serves pharmaceutical companies, biotechnology firms, and academic researchers working on biologics discovery and therapeutic development.

Company description Chai Discovery official website

Primary marketDrug Discovery & Development
Commercial modelCommercial information available on request
Company presenceOfficial website
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01 · Operating footprint

Where the Company operates

Company-profile context for clinical focus, customers, deployment, integration, milestones, and partnerships.

Clinical focus

  • GPCR-targeted diseases
  • KRAS G12V cancers
  • Various therapeutic areas addressable through antibody therapeutics

Who it serves

  • Academic researchers
  • Biotechnology companies
  • Pharma

Deployment & integration

Api Only deployment with recorded integration context.

Geographic context

MarketsUnited States
Company sourceOfficial website

Company milestones

Platform expansion

$130M Series B at $1.3B valuation (Dec 2025), collaboration with Eli Lilly (Jan 2026), license agreement with Pfizer (Jun 2026), partnership with Lilly TuneLab (Jun 2026), Chai-2 antibody design capabilities announced (Nov 2025)

Partnerships

Recorded partners

  • Eli Lilly and Company
  • Lilly TuneLab
  • Pfizer

02 · Flagship portfolio

Products, workflows, and platform capabilities

Selected source-backed Company products and the available commercial context.

Chai-2

AI-powered de novo protein and antibody design platform for drug discovery

Model · Api OnlyCompany source

03 · Research intelligence

Research Intelligence evidence

Publications, preprints, clinical validation, and regulatory records in Evidence Position order.

Evidence position

Publications, clinical validation, and regulatory records connected to this Company appear here.

Research

Publications & preprints

AI to rewire life's interactome: Structural foundation models help to elucidate and reprogram molecular biology.

Science (New York, N.Y.) · Jul 17, 2025

Clinical validation

Clinical-trial records

No linked records are currently available.

Regulatory

Regulatory records

No linked records are currently available.

04 · Company-reported outcomes

Outcomes and case studies

Company-reported outcomes and customer stories are distinct from linked Research Intelligence evidence.

>10% success rate for antibody design

Double-digit hit rates for therapeutic antibody candidates

>50% success rate for miniproteins

Extremely high success rates bypassing screening requirements

86% developability success

86% of designs showed zero or one flagged developability issue

Sub-angstrom accuracy

Structural prediction accuracy validated by cryo-EM

<2 weeks to characterization

Faster experimentation cycles avoiding high-throughput screening

Lilly TuneLab

Partnership to offer Chai Discovery's AI models to select biotechs through TuneLab platform

TuneLab crossed 100-member mark

Pfizer

License agreement to accelerate drug discovery with AI

Eli Lilly and Company

Collaboration to accelerate biologics discovery using Chai Discovery's AI capabilities

05 · Leadership

Leadership team

Leadership profiles and professional links from the current Company record.

No active leadership profiles are currently listed.

06 · Company updates

Updates from Chai Discovery

Recent articles published on Chai Discovery's official website.

No Company updates are currently listed.

07 · HAIC coverage

Coverage and analysis

Health AI Central reporting that mentions this Company.

No HAIC coverage is currently linked to this Company.

08 · Official presence

Company sources and channels

Curated official destinations from the active Company record.

09 · Market pathway

Additional Companies in this Market

Other active Companies in the same market, selected alphabetically from the HAIC directory.

Market context

Drug Discovery & Development

Companies using AI, machine learning, or computational biology to discover new drug candidates, identify drug targets, predict drug efficacy, or accelerate pharmaceutical development. Includes both small molecule and biologics development, precision oncology drug discovery, and AI-driven target identification and molecule design.

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10 · Pro research

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ResearchEvidence analysis

Linked research, clinical, and regulatory source pathways.

CompanyTechnical context

Expanded product, deployment, integration, and partnership research.

MethodSource & review record

Record-level provenance and review context.

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