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Marqo vs Ramp

Ramp scores higher on the AgentReady, 64/100 against 38/100. 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

Marqo. Marqo is a search and product discovery platform built for ecommerce that uses LLM-based retrieval to continuously learn from shopper behavior and surface relevant, high-converting products.

Ramp. Ramp is a corporate finance platform that combines cards, expenses, bill payments, and banking with AI-powered automation.

Where Marqo is ahead

Marqo passes search discoverable and public docs discoverable, and Ramp does not. That is discover, whether an agent can find the product at all without being told it exists.

It also holds adopt: official typescript sdk and official python sdk. Ramp misses those.

And on operate, canonical workflow succeeds and observable execution. Ramp misses those.

Where Ramp is ahead

Ramp passes llms.txt published, and Marqo 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. Marqo misses it.

What neither does

Both fail clear canonical domain, clear product positioning, llms-full.txt / full agent docs, mcp discoverable, openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented, no mandatory sales call, programmatic credential creation, fast time to first request, copyable quickstart, cli available, mcp integration 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. Ramp leads 75 to 53. Marqo misses clear canonical domain, clear product positioning, llms.txt published, llms-full.txt / full agent docs, mcp discoverable; Ramp misses search discoverable, clear canonical domain, clear product positioning, public docs discoverable, llms-full.txt / full agent docs, mcp discoverable.

Understand. Ramp leads 58 to 38. Marqo misses openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented; Ramp misses openapi / spec quality, authentication documented, 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. Ramp leads 88 to 25. Marqo misses self-service signup, no mandatory sales call, agent-compatible signup flow, programmatic credential creation, fast time to first request, copyable quickstart, cli available, mcp integration available; Ramp misses no mandatory sales call, programmatic credential creation, fast time to first request, copyable quickstart, official typescript sdk, official python sdk, cli available, mcp integration available.

Operate. Marqo leads 35 to 33. Marqo misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified; Ramp misses canonical workflow succeeds, structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, observable execution, agent compatibility verified.

Pricing

Marqo does not publish a machine-readable starting price with no free tier. Ramp does not publish one and has a free tier.

Signal by signal

Which to pick

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

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