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Autorev vs Windmill

Autorev scores higher on the AgentReady, 80/100 against 64/100. They differ on 16 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Autorev. AutoRev is an AI coworker for service businesses that answers every call, books every job, and follows up so nothing slips.

Windmill. Windmill is a fast, open-source workflow engine and developer platform.

Where Autorev is ahead

Autorev passes openapi / spec quality, authentication documented, request examples provided, response examples provided and errors and status codes documented, and Windmill does not. That is understand, whether an agent can read the docs and work out how the API behaves before calling it.

It also holds adopt: programmatic credential creation. Windmill misses it.

And on operate, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support and rate-limit behavior predictable. Windmill misses those.

Where Windmill is ahead

Windmill passes llms-full.txt / full agent docs, and Autorev does not. That is discover, whether an agent can find the product at all without being told it exists.

It also holds adopt: self-service signup, fast time to first request, official python sdk and cli available. Autorev misses those.

What neither does

Both fail mcp discoverable, no mandatory sales call, mcp integration available. If your agent needs any of those, you will be building it yourself either way.

Score, pillar by pillar

The AgentReady splits into four pillars, scored separately, because a product can be easy to find and still impossible to adopt.

Discover. Windmill leads 87 to 80. Autorev misses llms-full.txt / full agent docs, mcp discoverable; Windmill misses mcp discoverable.

Understand is whether an agent can read the docs and work out how the API behaves before calling it. Autorev leads 100 to 46. Autorev misses nothing; Windmill misses openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented.

Adopt. Windmill leads 67 to 40. Autorev misses self-service signup, no mandatory sales call, fast time to first request, official python sdk, cli available, mcp integration available; Windmill misses no mandatory sales call, programmatic credential creation, mcp integration available.

Operate. Autorev leads 100 to 56. Autorev misses nothing; Windmill misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable.

Pricing

Autorev does not publish a machine-readable starting price and has a free tier. Windmill does not publish one and has a free tier.

Signal by signal

Which to pick

Autorev clears more of the signals an agent needs, so it is the safer default for unattended use. Full profiles: Autorev and Windmill. Alternatives to each: Autorev, Windmill.

An agent can fetch this as data: POST /v1/compare {"slugs": ["autorev", "windmill"]}