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Patronus vs Sambanova

Patronus scores higher on the AgentReady, 59/100 against 48/100. They differ on 11 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Patronus. Patronus AI is a frontier lab training the first Digital World Models.

Sambanova. SambaNova is an AI infrastructure company pushing the AI frontier with premium inference, maximizing dataflow efficiency with high speed and sustained throughput for running the largest models.

Where Patronus is ahead

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

It also holds understand: pricing understandable and limits / constraints documented. Sambanova misses those.

And on adopt, self-service signup, agent-compatible signup flow, free trial or free allowance and fast time to first request. Sambanova misses those.

Where Sambanova is ahead

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

It also holds understand: authentication documented. Patronus misses it.

What neither does

Both fail openapi / spec quality, request examples provided, response examples provided, errors and status codes documented, no mandatory sales call, programmatic credential creation, cli available, structured, predictable output, 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. Both sit at 80/100 here. Patronus misses clear canonical domain, clear product positioning; Sambanova misses public docs discoverable, llms-full.txt / full agent docs.

Understand. Patronus leads 46 to 38. Patronus misses openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented; Sambanova misses openapi / spec quality, pricing understandable, 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. Patronus leads 75 to 40. Patronus misses no mandatory sales call, programmatic credential creation, cli available; Sambanova misses self-service signup, no mandatory sales call, agent-compatible signup flow, programmatic credential creation, free trial or free allowance, fast time to first request, cli available.

Operate. Both sit at 35/100 here. Patronus misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified; Sambanova misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified.

Pricing

Patronus starts at $0/mo and has a free tier. Sambanova does not publish one.

Patronus plansSambanova plans
Individual Free/Month-
Base $25/Month-
Enterprise Contact us for Pricing-
Developer $10 / 1k small evaluator API calls; $20 / 1k large evaluator API calls; $10 / 1k eval explanations-

Signal by signal

SignalPatronusSambanova
AgentReady5948
Discovery8080
Understanding4638
Adoption7540
Operability3535
Public APIYesYes
MCP serverYesYes
OpenAPI specYesYes
CLIUnknownNo
llms.txtYesYes
Self-serve signupYesUnknown
Free tierYesUnknown

Which to pick

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

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