Armature helps companies monitor, analyze, and optimize how AI agents experience their products. We start with Product Analytics: user sessions on your Claude Connector, ChatGPT App or MCP live inside their AI client, not your UI. Armature captures and shows you what users ask, what agents think and how they use your product. Then, we provide automated testing infrastructure: run complex sessions against your MCPs/CLIs across all major harnesses and models to catch broken workflows before
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