Armature

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Armature helps companies monitor and optimize the agent experience.

Spring 2026Founded 20263 peopleSan Francisco, CA, USA

armature.tech ↗LinkedIn ↗

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AI insightcan contain mistakes

Agent Experience AnalyticsSaaSMCP/LLM platform developers, enterprise AI teamsMedium competition

Moat

Deep integration into agent workflows; proprietary tracing and benchmarking against competitor platforms.

Key risk

Market still nascent; hard to differentiate if incumbents (Datadog, New Relic) add agent monitoring.

Why now

Widespread agent deployment creating urgent need for observability and optimization tooling.

Competitors

Datadog, New Relic, LangChain tracing, custom logging

About

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.