- Armature captures and displays user sessions from AI agents, revealing user questions, agent reasoning, and usage patterns.
- Sessions are grouped into use cases, ranked by volume and success rate, including unsupported use cases.
- Models identify failures, loops, and dead ends in sessions, grouping them by root cause and ranking by user impact, even when APIs return 200 OK.
- Each session is scored on goal achievement, allowing full replay of user asks, agent thinking, and all calls to pinpoint issues.