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Armature helps companies monitor and optimize the agent experience.
Armature helps companies monitor, analyze, and optimize how AI agents experience their products. What we do today: - Automated testing: We run complex sessions against your MCPs/CLIs across all major harnesses and models to catch broken workflows before your users do. - AX analytics & benchmarking: No more black boxes. We trace agent sessions to show you exactly what the model "thought", what context it missed, and why it failed. We measure your AX against competitors to ensure you remain the preferred platform for agents to use. - Auto-remediation: Our MCP lets your internal coding agents plug into Armature to autonomously fix your product's AX based on our run data. Our vision for tomorrow: Reaching full understanding of how agents use your product and how you can improve it is only step one. 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.
Armature monitors, analyzes, and optimizes how AI agents experience products by capturing full agent sessions and providing analytics, testing, and hosted MCPs. It helps product and growth teams observe agent interactions that occur outside traditional UI tooling.
Armature captures complete agent sessions (intent, reasoning, tool calls, success/failure) from AI clients like Claude, ChatGPT, and others, even when the session travels outside the product UI. It generates code-mode MCPs (hosted or wrap-your-own) to align tool search with releases, provides analytics dashboards and funnels, runs tests/benchmarks across models and harnesses, and offers alerts, auto-fixes, experiments, and lifecycle/upsell capabilities tailored for agent experiences. Pricing plans include a hosted MCP option or a wrap-your-own MCP via SDK, with 7-day free trial and scalable tiers.
Who it’s for: Product and growth teams at companies deploying AI agents who want end-to-end visibility into agent sessions and their impact on product experience.
Funding mentioned (backed by Y Combinator). Hiring/traction indicators not explicit in provided text.
Previously leading AI Automation (AI Agents & MCP servers) at Joko as early employee
Armature helps companies monitor, analyze, and optimize how AI agents experience their products.
Armature monitors, analyzes, and optimizes how AI agents experience products by discovering systems through MCP, running real workflows, and providing analytics and benchmarks. It traces agent sessions to show reasoning and failure points.
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Automated Multi-Modal Testing for Agents
Monitoring and learning layer for long-running agents
