Challenge
Engineers missed critical alerts buried in email. On-call confusion led to 30+ minute response times during outages. Stakeholders had no visibility into incident progress.
Solution
Deployed Slack MCP + Firecrawl + Linear MCP. AI monitors error logs, assesses severity, posts structured incident alerts to #incidents with runbook links, creates Linear tickets, and posts resolution summaries.
Results
- ✓ MTTR (time to resolution) improved 58%: 45 min → 19 min
- ✓ False positive alerts dropped 70% (AI filters noise)
- ✓ Stakeholder inquiries eliminated—everyone sees #incidents updates live
- ✓ On-call engineer satisfaction score +40% (less chaos)
"Before, our Slack was noise. Now it's our nerve center. Every alert has context, every resolution is documented automatically. We've turned chaos into calm."