AI for Site Reliability and Incident Response
Use AI to triage faster, analyze logs and alerts, and write better postmortems — while keeping humans in command of incidents.
Most incident tooling now promises AI. This course is about using it well: to triage faster, read logs and alerts at machine speed, correlate signals, and write better postmortems, while a human stays in command of every incident.
It is built for SRE and on-call engineers who want the speed AI offers without handing it decisions it should not make. The throughline is simple and it runs through every lesson: AI assists diagnosis; a human commands the incident, verifies before acting on production, and owns every decision that reaches a customer.
What you'll be able to do
- Use AI to triage incidents faster without ceding command
- Turn logs, traces, and alerts into ranked hypotheses you can verify
- Draft incident communications and status updates for a human to send
- Write blameless postmortems and extract durable action items with AI
Curriculum
Module 1: AI in the Incident Lifecycle
FreeWhere AI helps across an incident and where it must not lead. The incident commander stays human, and data stays safe under pressure.
Module 2: Triage and Diagnosis with AI
PremiumTurn alert noise, logs, and traces into ranked hypotheses, ask for the safest next step, and draft updates a human sends.
- Summarizing alert noise and grouping signals15 min
- From logs and traces to ranked hypotheses16 min
- Asking for the safest next diagnostic step14 min
- Drafting status updates the human sends14 min
Module 3: Postmortems, Runbooks, and Prevention
PremiumDraft blameless postmortems, extract action items, tune noisy alerts, keep runbooks current, and build a reusable prompt library.
- AI-assisted blameless postmortems16 min
- Extracting action items and tuning noisy alerts15 min
- Generating and maintaining runbooks16 min
- Building reusable incident prompt templates18 min
Get the full course.
Start Module 1 free today. More modules coming soon.
Want all 71? Get the All-Access Bundle for $99 — one purchase, every course.