On-call shouldn’t start with archaeology. This post shows how to build an AI-powered incident response workflow that triggers on alert, pulls the runbook, generates and runs KQL, reviews recent commits and feature-flag changes, then posts a Slack-ready summary with evidence. The key is a hybrid approach: AI for synthesis, APIs for facts, and typed outputs for reliability.