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Cohere vs Groq

Groq scores higher on the AgentReady, 64/100 against 49/100. 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

Cohere. Cohere is an AI company providing enterprise-ready AI solutions that keep data and infrastructure under customer control.

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

Where Cohere is ahead

Cohere 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.

Where Groq is ahead

Groq passes mcp discoverable, and Cohere 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 and limits / constraints documented. Cohere misses those.

And on adopt, self-service signup, fast time to first request, copyable quickstart and mcp integration available. Cohere misses those.

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 87. Cohere misses mcp discoverable; Groq misses clear canonical domain.

Understand. Groq leads 46 to 31. Cohere misses openapi / spec quality, authentication documented, pricing understandable, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; Groq misses openapi / spec quality, pricing understandable, request examples provided, response examples provided, errors and status codes 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 30. Cohere misses self-service signup, no mandatory sales call, programmatic credential creation, free trial or free allowance, fast time to first request, copyable quickstart, cli available, mcp integration available; Groq misses no mandatory sales call, programmatic credential creation, free trial or free allowance, cli available.

Operate. Both sit at 47/100 here. Cohere misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified; Groq misses machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified.

Pricing

Cohere does not publish a machine-readable starting price. Groq 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: Cohere and Groq. Alternatives to each: Cohere, Groq.

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