AI & Machine Learning Drug Discovery Platforms Vendors
Productized AI/ML platforms or services that generate, prioritize, or optimize discovery-stage targets, molecules, biologics, or drug candidates.
Related workflows
Software / Technology Platform · +2 more types
Elucidata is an AI and data partner for target identification and validation, multi-omics analysis and data harmonization in drug discovery R&D.
Products: Polly, Polly Xtract +4 more
Evidence-backed capability match
“Leverage our ML expertise to build and deploy proprietary ML models on multi-omics data for a variety of use cases like target identification, biomarker discovery, cell type…”Source: elucidata.io
Also offers: Target Identification & Validation, Bioinformatics & Multi-Omics Data Analysis, +1 more
Software / Technology Platform · +4 more types
Simulations Plus is a drug-development software and consulting provider offering PBPK modeling, pharmacometrics and QSP, and AI-driven drug design.
Products: GastroPlus, MonolixSuite +9 more
Evidence-backed capability match
“AI-driven drug design (AIDD) enables you to explore and optimize novel compounds across multiple parameters—but balancing activity, ADMET risk, pharmacokinetics, and synthetic…”Source: simulations-plus.com
Also offers: Model-Informed Drug Development (MIDD), PBPK Modeling, +2 more
Benchling is an R&D software platform for experiment and sample management, bioinformatics, and AI agents and models for molecule design.
Products: Benchling Bioresearch, Benchling Biologics +6 more
Evidence-backed capability match
“Run domain-specific models like AlphaFold 2, Chai-1, and Boltz-2 without leaving Benchling”Source: benchling.com
Also offers: Research Lab Informatics & Experiment Management Software
Consulting / Advisory Firm · +3 more types
ZS is a life-sciences consulting, technology and data firm providing commercial strategy, market access, medical affairs and clinical planning services.
Products: ZAIDYN, ZS Trials.ai +3 more
Evidence-backed capability match
“Sitting at the intersection of data, science and technology, our life sciences research and discovery experts, partners and drug discovery solutions combine AI and ML technologies…”Source: zs.com
Also offers: Segmentation, Targeting & Call Planning, Medical Insights Management, +6 more
Compare listed vendors
| Vendor | Delivery model | Also offers | In their words |
|---|---|---|---|
| Benchling | Software / Technology Platform | — | “Run domain-specific models like AlphaFold 2, Chai-1, and Boltz-2 without leaving Benchling”benchling.com · reviewed Oct 26, 2026 |
| Elucidata | Software / Technology Platform | — | “Leverage our ML expertise to build and deploy proprietary ML models on multi-omics data for a variety of use cases like target identification, biomarker…”elucidata.io · reviewed Oct 21, 2026 |
| Simulations Plus | Software / Technology Platform | Computational Chemistry & Molecular Modeling | “AI-driven drug design (AIDD) enables you to explore and optimize novel compounds across multiple parameters—but balancing activity, ADMET risk…”simulations-plus.com · reviewed Oct 26, 2026 |
| ZS | Consulting / Advisory Firm | — | “Sitting at the intersection of data, science and technology, our life sciences research and discovery experts, partners and drug discovery solutions combine AI…”zs.com · reviewed Oct 19, 2026 |