Your APM Looks Green. Users Are Still Abandoning Calls.
A practical breakdown of the metrics, tracing patterns,and alerting strategies that catch voice AI failures before your users do.
Apr 16, 20268 min read

Search for a command to run...
Articles tagged with #voice-ai
A practical breakdown of the metrics, tracing patterns,and alerting strategies that catch voice AI failures before your users do.

How synthetic data generation, scenario simulation, and automated prompt optimization fixed a production voice agent without touching a single real user call.

Manual QA for voice agents breaks down around call 50, and the edge cases that slip through are exactly the ones that fail in production. Here's how automated scenario testing works and why it changed how I ship voice AI.
