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Grafana Cloud vs New Relic

Grafana Cloud scores higher on the AgentReady, 77/100 against 51/100. They differ on 17 of the 41 signals. Which ones decides whether an agent can adopt them without a person watching.

What each one is

Grafana Cloud. Full-stack observability platform that unifies telemetry signals (metrics, logs, traces) with AI-powered features for modern operations, cost optimization, and troubleshooting

New Relic. Intelligent Observability platform that resolves issues at scale before they impact bottom line

Where Grafana Cloud is ahead

Grafana Cloud passes llms-full.txt / full agent docs and mcp discoverable, and New Relic 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, openapi / spec quality, request examples provided, response examples provided and errors and status codes documented. New Relic misses those.

And on adopt, no mandatory sales call, programmatic credential creation and mcp integration available. New Relic misses those.

Finally, on operate, structured, predictable output and machine-readable errors. New Relic misses those.

Where New Relic is ahead

New Relic passes pricing understandable, and Grafana Cloud 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, fast time to first request and copyable quickstart. Grafana Cloud misses those.

What neither does

Both fail authentication documented, limits / constraints documented, 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. Grafana Cloud leads 100 to 80. Grafana Cloud misses nothing; New Relic misses llms-full.txt / full agent docs, mcp discoverable.

Understand is whether an agent can read the docs and work out how the API behaves before calling it. Grafana Cloud leads 77 to 23. Grafana Cloud misses authentication documented, pricing understandable, limits / constraints documented; New Relic misses structured api reference, openapi / spec quality, authentication documented, request examples provided, response examples provided, errors and status codes documented, limits / constraints documented.

Adopt. Grafana Cloud leads 70 to 65. Grafana Cloud misses self-service signup, free trial or free allowance, fast time to first request, copyable quickstart; New Relic misses no mandatory sales call, programmatic credential creation, mcp integration available.

Operate. Grafana Cloud leads 59 to 35. Grafana Cloud misses retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified; New Relic misses structured, predictable output, machine-readable errors, retry behavior documented, idempotency support, rate-limit behavior predictable, agent compatibility verified.

Pricing

Grafana Cloud does not publish a machine-readable starting price. New Relic does not publish one and has a free tier.

Signal by signal

Which to pick

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

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