When AI Fails: The New Reality Of Incident Management
The New Stack, Friday, January 30th, 2026
As AI failures emerge, ITOps teams must adapt with new processes, cross-functional teams, and mature communication.
If 2025 was the year of AI adoption, with 88% of organizations now using AI across at least one business function, 2026 is likely to be the year of the AI incident. As AI systems are deployed at speed, gaps in governance, oversight, and resilience are surfacing. In this environment, IT operations (ITOps) teams must prepare for AI incidents and rethink traditional operations management processes to reflect the changing nature of risk.
In the year ahead, three shifts will define the way organizations manage, respond to, and communicate around AI incidents.