AIBlindspot
← All case studies
OPSOPS-001 — Monitoring and Alerting Inadequacies

Multi-component AI systems obscure harm attribution

4/5Sector: OtherGeography: GlobalStage: OperateIngested: —

Executive Summary

When AI pipelines combine multiple components, causal responsibility for failures becomes impossible to isolate to any single element. Boards face unresolvable liability gaps and weakened incident response without mandatory component-level logging and accountability frameworks.

Domain

Operational Management

Blindspots in monitoring, incident response, performance, scalability, integration, and business continuity.

Source

MIT AI Risk Repository — A Taxonomy of Systemic Risks from General-Purpose AI (Uuk2025) ↗

https://airisk.mit.edu/

Could this happen in your organisation?

A Velinor AI Audit maps your active AI portfolio against the 50+ blindspots and benchmarks against documented sector failures like this one. A board-ready foresight document in 5 weeks.