Q01 · AI & AgentsAssess◌ NewHorizon: 12-18 mo

Generative Biology

Generative models designing novel proteins, molecules and biological sequences.

Generative biology is compressing early-stage discovery timelines dramatically, but wet-lab validation remains the gating step — treat as an acceleration of discovery, not a replacement for it.

Signals behind this placement

  • —Generative models are compressing early discovery timelines from years toward months.
  • —Wet-lab validation remains the gating step, so the gain is acceleration rather than replacement.

Sequencing

Builds on Self-Driving Labs

Generative Creation across other industries

Generative models producing novel designs, content or biological sequences at scale.

R&D

From the Healthcare & Life Sciences Emerging Technology & Innovation Radar, Edition 2026.1, published 2026-10-01.

An independent, industry-agnostic radar curated by Shailesh Kumar.