Armature
Product analytics for agent sessions that captures how users interact with products through AI agents, rebuilding traces to show user intent, agent thinking, and tool calls.
Where Armature ranks
Current edition · updated Oct 20, 2026About Armature
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 your users do.
Finally, our MCP lets your internal coding agents plug into Armature to autonomously fix your product's AX based on our run data.
The next step is to provide the foundational infrastructure for the Agent Experience, powering agent-native revenue, lifecycle marketing, and customer support for the next generation of software.
Products
A cloud-based business application that captures sessions from MCP servers, Claude Connectors, and ChatGPT Apps via SDKs for TypeScript, Python, and Go.
Security and compliance
As reported by Armature. Ask for audit reports before you buy.
- GDPRCompliant
- Encryption in transit and at rest
- PII and secret redaction
- Multi-factor authentication
- Audit logging
- Managed secret store
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