# Frontier Labs Commercialize Biology Foundation Models

Frontier labs keep moving biology foundation models from free academic releases to metered, API-only commercial access, which concentrates control of genomic and protein inference inside a few platform companies.

- Conviction: 40 / 100 (forming)
- Horizon: Emerging (watchlist)
- Tracking since: 2026-11-12T00:00:00.000Z
- Last updated: 2026-11-12T14:14:59.720Z
- Canonical: https://polylog.news/ai/trends/lab-biology-models-go-commercial
- Publisher: Polylog

## Recent evidence

- [confirms] AlphaGenome 2 finds 30% of causal variants on the TenK10K test, nearly double its predecessor (2026-11-12): DeepMind's AlphaGenome 2 finds 30% of causal variants on the TenK10K test, nearly double its predecessor. It was trained on more than 107 million single-cell profiles and launched as a private preview for commercial research rather than an open release. Gating access at launch keeps genomic inference inside Google's platform from the start.