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Heroku vs RunPod

Heroku scores higher on the AgentReady, 63/100 against 58/100. They differ on 10 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Heroku. Heroku is a fully managed cloud application platform (PaaS) for building, deploying, and scaling apps.

RunPod. Runpod is a cloud computing platform built for AI, machine learning, and general compute needs.

Where Heroku is ahead

Heroku passes clear product positioning, and RunPod does not. That is discover, whether an agent can find the product at all without being told it exists.

It also holds understand: structured api reference and limits / constraints documented. RunPod misses those.

And on adopt, no mandatory sales call. RunPod misses it.

Finally, on operate, observable execution. RunPod misses it.

Where RunPod is ahead

RunPod passes authentication documented and pricing understandable, and Heroku 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: self-service signup, free trial or free allowance and fast time to first request. Heroku misses those.

What neither does

Both fail openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, programmatic credential creation, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified. 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. Heroku leads 100 to 87. Heroku misses nothing; RunPod misses clear product positioning.

Understand. Heroku leads 38 to 31. Heroku misses openapi / spec quality, authentication documented, pricing understandable, request examples provided, response examples provided, errors and status codes documented; RunPod misses structured api reference, openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented.

Adopt is whether an agent can get a key and make its first successful call without a human in the loop. RunPod leads 80 to 65. Heroku misses self-service signup, programmatic credential creation, free trial or free allowance, fast time to first request; RunPod misses no mandatory sales call, programmatic credential creation.

Operate. Heroku leads 47 to 35. Heroku misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified; RunPod misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified.

Pricing

Heroku does not publish a machine-readable starting price. RunPod does not publish one with no free tier.

Signal by signal

SignalHerokuRunPod
AgentReady6358
Discovery10087
Understanding3831
Adoption6580
Operability4735
Public APIYesYes
MCP serverYesYes
OpenAPI specYesUnknown
CLIYesYes
llms.txtYesYes
Self-serve signupUnknownYes
Free tierUnknownNo

Which to pick

Signal counts are level here, so fit and price decide it. Full profiles: Heroku and RunPod. Alternatives to each: Heroku, RunPod.

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