Armature
Product analytics for AI agent sessions
Armature is a product analytics platform built specifically for agent sessions. It captures what happens when users interact with your product through AI agents like Claude, ChatGPT, or any MCP client—sessions that live inside the AI client rather than your own UI. Armature rebuilds each session, captures the user's intent and the agent's thinking, and scores whether the user got what they asked for.
Use Cases
- Product teams learning users' top use cases and unsupported needs
- Teams spotting top issues like agent loops, search misses, and truncated exports
- Developers replaying and investigating any session to find where things break
- Teams shipping an MCP server who want to see how agents use it
- Product managers tracking session volume and success rates
- Teams fixing failures even when every API response returns 200 OK
