From 3:00 AM Panic to Confidence: How I Use AI During On-Call Incidents

Description and use

AI assistant speeds up context gathering during incidents, reducing engineer panic and providing structured updates for incident commanders.

Problem

On-call engineers often panic at the first alert, struggling to gather context from multiple systems before making decisions.

Outcome

AI-driven investigation reduces early-stage search time, standardizes evidence collection, and provides concise updates to incident commanders, improving confidence and decision quality.

Workflow

• Receive alert and fill prompt with context
• Launch AI investigation to gather logs, deployments, dependencies, and history
• AI outputs confirmed facts, hypotheses, unknowns, impact, and next checks
• Human reviews AI output, validates evidence, and decides on actions
• AI assists with scribe duties while human retains command decisions

Evidence

AI can inspect these sources in parallel and build an initial timeline. That saves time, but the output must remain traceable to the original evidence.

Source

The skill reduces the number of things I must remember at 3:00 AM. More importantly, it makes every investigation follow the same minimum standard.

Source