# Your incident response wasn’t built for AI

> Source: <https://leaddev.com/ai/your-incident-response-wasnt-built-for-ai?utm_source=leaddev&utm_medium=RSS>
> Published: 2026-08-19 08:42:41+00:00

August 19, 2026

**Key takeaways:**

- AI systems fail differently: fluent, confident outputs return a 200 OK even when wrong, and identical inputs can produce different outputs due to GPU batching.
**Nobody owns the quality floor**. Product picks the model, platform carries the pager, and neither controls the failure rate.- Split SLOs into three tiers:
**service**,** behavioral (capped by the model)**, and** containment**, the only tier a team can actually own.

[Incident response](https://leaddev.com/technical-direction/incident-response-before-the-incident) assumes three things: that a failure can be reproduced, that it announces itself as an error, and that the person paged has a lever that changes the outcome.

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August 19, 2026