Dev.to
6/20/2026

What's the Most Annoying Part of Incident Response? I Built 5 AI Tools Trying to Solve It
Short summary
A solo founder from Tumkur, India built five AI-powered incident response tools to reduce context-gathering friction during outages: triage (87% root-cause accuracy), pre-mortem scanning, blast radius prediction, auto-drafted post-mortems, and on-call handoffs. All free, no signup, integrated via webhooks with 19-second average analysis. Currently validating product-market fit with SRE and DevOps teams.
- •Five AI tools address incident response bottlenecks: incident triage, pre-mortem risk scanning, blast radius prediction, auto-drafted post-mortems, on-call handoffs
- •87% root-cause accuracy, 19-second average analysis, free access with no signup required
- •Solo founder from India actively seeking SRE/DevOps feedback to validate market fit
Generated with AI, which can make mistakes.
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