Armature
Armature builds, monitors and optimizes products' Agent Experience.
Based based in San Francisco, CA, USA, Armature works in b2b.
Profile
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.
Within the b2b space, the company focuses on its core offering rather than a broad product line.
The company is recorded as being based in San Francisco, CA, USA.
The company is listed at the Spring 2026 stage of development.
Its team size is recorded as 3 employees.
Directory analysis
Armature is a San Francisco‑based B2B startup that focuses on improving the experience of AI agents interacting with products. It offers automated testing, analytics, benchmarking, and auto‑remediation tools to detect and fix issues in agent workflows across various models and interfaces. The company aims to provide full visibility into agent behavior and help businesses optimize their platforms for AI usage.
Positioning: Armature operates in the niche of AI agent experience management, providing tools that complement existing product development and testing pipelines. Its services could be valuable for companies building or integrating AI agents, though the market for such specialized tooling remains relatively small and competitive.
Note: Armature helps companies ensure AI agents run smoothly and efficiently within their products.
Auto-generated directory analysis from public data · updated 7 Oct 2026. Informational only, not investment advice.
| Sector | B2B |
|---|---|
| Headquarters | San Francisco, CA, USA |
| Country | USA |
| Employees | 3 |
| Stage | Spring 2026 |
Website: armature.tech
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