For devtool, infra, and API companies

Make your product usable by AI agents.

Agents are already reading your docs, requesting API keys, writing integration code, and choosing tools for users. We make sure they can actually finish the job.

From documentation to done.

DocsAPIsMCPCLIx402

agent-run.json

find_docs

Locate auth + quickstart

ok
request_key

Understands API key flow

warn
run_example

Snippet fails on missing scope

fail
recover

Finds correct OAuth scope

ok
call_mcp

Tool returns structured result

ok

Agent usability

723 critical fixes
6agent tasks tested
48hfirst gap report
4surfaces fixed

Agent-native surface area

Discovery is not enough. Agents have to use you.

Discovery

Find the questions buyers ask ChatGPT, Claude, Perplexity, and coding agents.

Usability

Test if agents can find docs, get credentials, run examples, and recover from errors.

Interfaces

Ship OpenAPI, SDK, CLI, MCP, and llms.txt paths agents can use cleanly.

Monetization

Add x402 so agents can pay for protected APIs without manual signup.

How it works

We test real agent workflows, then fix the surface.

  1. Prompt map
  2. Docs audit
  3. Workflow tests
  4. Interface buildout
  5. Monitoring