Generative AI Fundamentals Map
Map/Trust and governance/Wave 9

Liability and insurance

Someone answers when an AI system gets it wrong.

capabilityEmerging Open on the map →

Facts

Lane
Trust and governance
Wave
9 of 12 (build order, not a date)
Needs
17 boxes all the way back through hard links
Unlocks
0 boxes downstream through hard links
Leverage
None
Cluster
Trust plumbing and the agent economy

Evidence as of October 2026

A Singapore IMDA paper in May 2026 examined which of developer, provider or deployer answers when an agent acts in unintended ways, and recorded disagreement. Gervais and Nay argue liability should trace to the humans behind the system through existing agency law.

  1. 01IAPP: Legal responsibility for AI agents
  2. 02Stanford Law: The Phantom Agent

Detail boxes 1

EU strict liability for AI software capability · Emerging · helps, not required

The revised EU Product Liability Directive makes software and AI systems products under no-fault liability, with court-ordered disclosure and presumptions of defect.

Directive 2024/2853 must be transposed by 9 Dec 2026; a defect is presumed if a defendant fails to disclose evidence, and open source supplied outside commercial activity is exempt.

  1. 01Revised EU product liability regime expands to AI software providers (Pinsent Masons)

Around it

Needs · 2
Unlocks · 6

Loops and off-ramps

Openings researchers' judgement, October 2026 scouting

Startup room 57/100 · rank 20 of 124 Research room 48/100 · rank 69 of 124
Crowding3 Lab overlap3 Small-team fit3 Buyer today4 Research openness4
Depth
light
Players
AIUC ($40m A, AIUC-1); Armilla ($25m); Lloyd's and reinsurers
Wedge
Actuarial pricing of correlated AI failures via the MGA-plus-certification template AIUC and Armilla use. startup
  1. 01FinTech Global: AIUC $40m
  2. 02FinTech Global: Armilla $25m