Pipeline Stages

Benchmarks grouped by the 12 stages from virtual cell through clinical development.

Stage	#	Top 3
Virtual Cell	11	Protein Language Model Eval 2026, Virtual Cell Benchmark Suite 2026, Open Problems: Perturbation Prediction
Disease Modeling	12	Open Targets Platform, DepMap (Cancer Dependency Map), STRING
Target ID	27	Open Targets Platform, DepMap (Cancer Dependency Map), ProteinGym
Hit ID	50	SAbDab, Protein Language Model Eval 2026, ChEMBL
Lead ID / ADMET	50	TDC ADMET Group, SAbDab, ChEMBL
Developmental Candidate	16	SAbDab, ORD Reaction Benchmark, Practical Molecular Optimization (PMO)
IND-enabling	16	ProteinGym, FLAb2 (Fitness Landscape for Antibodies 2), ToxCast
Phase I	0	—
Phase II	0	—
Phase III	0	—
Clinical Development	6	MIMIC-IV Benchmark Tasks, ClinBench Quarterly — Q2 2026, ClinBench Quarterly (Insilico)
Post-market / RWE	5	FAERS (raw), Longevity Benchmark (Insilico), MIMIC-IV Benchmark Tasks

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