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Groq vs Sambanova

Groq scores higher on the AgentReady, 64/100 against 48/100. They differ on 8 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Groq. Groq is an AI inference company that pioneered the LPU (Language Processing Unit) and provides fast, reliable, affordable inference at scale.

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 Groq is ahead

Groq 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: limits / constraints documented. Sambanova misses it.

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

Finally, on operate, structured, predictable output. Sambanova misses it.

Where Sambanova is ahead

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

What neither does

Both fail openapi / spec quality, pricing understandable, request examples provided, response examples provided, errors and status codes documented, no mandatory sales call, programmatic credential creation, free trial or free allowance, cli available, 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. Groq leads 93 to 80. Groq misses clear canonical domain; Sambanova misses public docs discoverable, llms-full.txt / full agent docs.

Understand. Groq leads 46 to 38. Groq misses openapi / spec quality, pricing understandable, 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. Groq leads 70 to 40. Groq misses no mandatory sales call, programmatic credential creation, free trial or free allowance, 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. Groq leads 47 to 35. Groq misses 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

Groq does not publish a machine-readable starting price. Sambanova does not publish one.

Signal by signal

Which to pick

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

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