# Cerebrium vs CoreWeave

> CoreWeave scores 61.5 (C) on agent readiness against Cerebrium's 55.3 (C), and leads in 6 of 7 scored categories. Cerebrium leads on payments & pricing. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/cerebrium-vs-coreweave
- Markdown: https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.md (~2,250 tokens)
- Slim: https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.json (this page as data, same URL with Accept: application/json)
- Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt)
- API: https://www.anchorterminal.com/api/v1/index.json
- Updated: 2026-10-08

CoreWeave scores 61.5 (C) on agent readiness against Cerebrium's 55.3 (C), and leads in 6 of 7 scored categories. Cerebrium leads on payments & pricing. Both do compute gpu.

- Cerebrium: grade C, 55.3/100, rank #454 of 629. Markdown https://www.anchorterminal.com/tools/cerebrium.md · JSON https://www.anchorterminal.com/api/v1/tools/cerebrium.json
- CoreWeave: grade C, 61.5/100, rank #323 of 629. Markdown https://www.anchorterminal.com/tools/coreweave.md · JSON https://www.anchorterminal.com/api/v1/tools/coreweave.json

## Which one, for what

### Cerebrium (C)

Good for: Teams serving their own models as real-time endpoints (voice, LLM, image) who want per-second billing, multi-region placement and a scriptable management API.

Ahead on:
- Payments & pricing, 30 against 20

Watch for: `disable_auth` defaults to true, so a deployed endpoint answers without a token unless the owner changes it

### CoreWeave (C)

Good for: Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.

Ahead on:
- Schema & documentation, 79 against 70
- Agent ergonomics, 58 against 49
- Security & auth, 74 against 60
- Maintenance & community, 80 against 75
- Transparency & trust, 77 against 63

Watch for: No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created


## Score by category

| Category | Weight | Cerebrium | CoreWeave | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 48 | 50 | CoreWeave +2 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 70 | 79 | CoreWeave +9 |
| Agent ergonomics | 13% (16.2 this run) | 49 | 58 | CoreWeave +9 |
| Security & auth | 14% (17.5 this run) | 60 | 74 | CoreWeave +14 |
| Payments & pricing | 10% (12.5 this run) | 30 | 20 | Cerebrium +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 75 | 80 | CoreWeave +5 |
| Transparency & trust | 7% (8.8 this run) | 63 | 77 | CoreWeave +14 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **55.3 · C** | **61.5 · C** | |

## Facts side by side

| Fact | Cerebrium | CoreWeave |
| --- | --- | --- |
| Kind | Model platform | HTTP API |
| Vendor | Cerebrium Inc. | CoreWeave, Inc. |
| Hosted endpoint | `https://rest.cerebrium.ai` | `https://api.coreweave.com` |
| Transports | HTTP | HTTP |
| Auth | API key | Token |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under Cerebrium's terms of service. The CLI is MIT | Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT |
| Tools exposed | none | 38 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-16 | 2026-10-02 |
| Terms last updated | no date given | 2022-06-30 |
| Privacy policy last updated | no date given | 2026-02-24 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | not found in the text | not found in the text |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | not found in the text | not found in the text |
| Popularity | 920 PyPI/wk | none |

## Verdicts

**Cerebrium.** Per-second GPU prices are public, a 94-operation OpenAPI spec covers the management API, and service account tokens expire and are limited to named projects. Deployed endpoints are callable without a token unless `disable_auth = false` is set, and no request rate limits, 429 handling or SLA were found in the reviewed documentation.

**CoreWeave.** Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.

## Before you call either

### Cerebrium

1. Set `disable_auth = false` in `cerebrium.toml` before deploying. The default leaves the endpoint callable by anyone with the URL
2. Authenticate headless with `CEREBRIUM_SERVICE_ACCOUNT_TOKEN`. `cerebrium login` opens a browser
3. Raise `response_grace_period` for long work. It defaults to 15 minutes and async runs stop at 12 hours
4. Send `?async=true` to get a `run_id` with HTTP 202, and add `webhookEndpoint` because async calls return no result to the caller
5. Check the plan before choosing hardware. A100, H100, H200, B200 and RTX PRO 6000 need Standard, and `protected` compute bills at twice the listed rate

### CoreWeave

1. Create an API access token at console.coreweave.com/tokens with an expiry and send it as `Authorization: Bearer` to https://api.coreweave.com
2. Add GPUs by applying a NodePool resource (`compute.coreweave.com/v1alpha1`) to a CKS cluster with `instanceType` and `targetNodes`. `instanceType` can't be changed afterwards
3. Set `targetNodes` to 0 or delete the Node Pool when a job ends. Nodes are whole 8-GPU machines billed by the hour
4. Never pass `dry_run` to the MCP tool `coreweave_kubectl_apply` expecting a preview. The reference says the parameter is ignored and the manifest is applied
5. Use a separate Forge API key and https://api.inference.wandb.ai/v1 for Serverless Inference. A CoreWeave API access token doesn't work there

## Questions

### Which is better for AI agents, Cerebrium or CoreWeave?

CoreWeave scores 61.5 (C) on agent readiness against Cerebrium's 55.3 (C), and leads in 6 of 7 scored categories. Cerebrium leads on payments & pricing.

### Can an agent call Cerebrium and CoreWeave without installing anything?

Yes. Cerebrium has a hosted endpoint at https://rest.cerebrium.ai and CoreWeave at https://api.coreweave.com.


## For agents

- This comparison as JSON: https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.min.md
- Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "cerebrium", "b": "coreweave"}`. From a terminal: `anchor compare cerebrium coreweave`
- Each listing in full: https://www.anchorterminal.com/api/v1/tools/cerebrium.json and https://www.anchorterminal.com/api/v1/tools/coreweave.json

## Other comparisons with Cerebrium or CoreWeave

- [Baseten vs Cerebrium](https://www.anchorterminal.com/compare/baseten-vs-cerebrium.md)
- [Baseten vs CoreWeave](https://www.anchorterminal.com/compare/baseten-vs-coreweave.md)
- [Beam vs Cerebrium](https://www.anchorterminal.com/compare/beam-vs-cerebrium.md)
- [Beam vs CoreWeave](https://www.anchorterminal.com/compare/beam-vs-coreweave.md)
- [Cerebrium vs Koyeb](https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.md)
- [Cerebrium vs Lambda Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-lambda.md)
- [Cerebrium vs Modal](https://www.anchorterminal.com/compare/cerebrium-vs-modal.md)
- [Cerebrium vs Northflank](https://www.anchorterminal.com/compare/cerebrium-vs-northflank.md)
- [Cerebrium vs Replicate Deployments](https://www.anchorterminal.com/compare/cerebrium-vs-replicate-deploy.md)
- [Cerebrium vs Runpod](https://www.anchorterminal.com/compare/cerebrium-vs-runpod.md)
- [Cerebrium vs Vast.ai](https://www.anchorterminal.com/compare/cerebrium-vs-vast-ai.md)
- [CoreWeave vs Koyeb](https://www.anchorterminal.com/compare/coreweave-vs-koyeb.md)
- [CoreWeave vs Lambda Cloud](https://www.anchorterminal.com/compare/coreweave-vs-lambda.md)
- [CoreWeave vs Modal](https://www.anchorterminal.com/compare/coreweave-vs-modal.md)
- [CoreWeave vs Northflank](https://www.anchorterminal.com/compare/coreweave-vs-northflank.md)
- [CoreWeave vs Replicate Deployments](https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.md)
- [CoreWeave vs Runpod](https://www.anchorterminal.com/compare/coreweave-vs-runpod.md)
- [CoreWeave vs Vast.ai](https://www.anchorterminal.com/compare/coreweave-vs-vast-ai.md)