Generative AI Fundamentals Map

Map/Science and health/Wave 6

Virtual cell models

Simulating how a cell responds before running the experiment.

capabilitySpeculative Open on the map →

Facts

Lane: Science and health
Wave: 6 of 12 (build order, not a date)
Needs: 10 boxes all the way back through hard links
Unlocks: 0 boxes downstream through hard links
Leverage: None
Cluster: Science and medicine

Evidence as of October 2026

Arc’s first Virtual Cell Challenge found no model beat the baseline on mean absolute error. "We don’t think we have a virtual cell yet."

01Inaugural Virtual Cell Challenge reveals shortcomings (GenomeWeb)

Around it

Needs · 2

Perturbation data at scalecapability · Emerging
Protein structure and designcapability · Built today

Unlocks · 1

AI-native medicinestage · Speculative · helps, not required

Loops and off-ramps

Capex pullbackoff-ramp · cut off
Taiwan chip disruptionoff-ramp · cut off
Power shortfalloff-ramp · cut off
Training data ruled outoff-ramp · slowed

Openings researchers' judgement, October 2026 scouting

Startup room 33/100 · rank 97 of 124 Research room 57/100 · rank 40 of 124

Crowding3 Lab overlap4 Small-team fit3 Buyer today2 Research openness5

Depth: light
Players: ~$1.8bn virtual-cell push (DOE Genesis >$500m; DeepMind, Isomorphic, Meta $300m); Arc Virtual Cell Atlas; CZI
Wedge: Shared, independent evaluations showing whether virtual-cell models beat simple baselines on unseen perturbations. research

01Metir AI: $1.8bn virtual cell push