The average enterprise SRE team spends 60% of their time on reactive incident response. We built a system that handles 94% of those incidents autonomously, reducing mean time to resolution from 45 minutes to under 90 seconds.
Our approach layers three detection mechanisms: metric-based anomaly detection, log-based pattern matching, and trace-based dependency analysis. Each layer catches failure modes the others miss.
"Automation that requires a human to approve every action is monitoring with extra steps, not automation."
The key is building a library of verified remediation actions — runbooks tested through controlled chaos engineering — and mapping them to specific failure signatures.