# Cerebrium vs Crusoe Cloud

> Crusoe Cloud scores 63.4 (B) to Cerebrium's 55.3 (C) for gpu compute. Prices, MCP, x402, uptime and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/cerebrium-vs-crusoe-cloud
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- Updated: 2026-10-09

Crusoe Cloud scores 63.4 (B) on agent readiness against Cerebrium's 55.3 (C), and leads in 5 of 7 scored categories. Both do gpu compute.

- Cerebrium: grade C, 55.3/100, rank #660 of 950. Markdown https://www.anchorterminal.com/tools/cerebrium.md · JSON https://www.anchorterminal.com/api/v1/tools/cerebrium.json
- Crusoe Cloud: grade B, 63.4/100, rank #396 of 950. Markdown https://www.anchorterminal.com/tools/crusoe-cloud.md · JSON https://www.anchorterminal.com/api/v1/tools/crusoe-cloud.json
- Best GPU and serverless compute for AI workloads: https://www.anchorterminal.com/best/gpu-compute/index.md
- All 167 gpu compute comparisons: https://www.anchorterminal.com/compare/gpu-compute/index.md

## 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.

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

### Crusoe Cloud (B)

Good for: Teams that want whole GPU machines or clusters with managed Kubernetes or Slurm in the US, Iceland or Norway, under an SLA, and are content to manage lifecycles themselves.

Ahead on:
- Reliability, 66 against 48
- Schema & documentation, 79 against 70
- Security & auth, 74 against 60
- Transparency & trust, 77 against 63

Also in its favour:
- Runs on your own machine

Watch for: No idempotency key or safe-retry guidance was found for create and delete calls, which return asynchronous operations to poll.


## Score by category

| Category | Weight | Cerebrium | Crusoe Cloud | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 48 | 66 | Crusoe Cloud +18 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 70 | 79 | Crusoe Cloud +9 |
| Agent ergonomics | 13% (16.2 this run) | 49 | 45 | Cerebrium +4 |
| Security & auth | 14% (17.5 this run) | 60 | 74 | Crusoe Cloud +14 |
| Payments & pricing | 10% (12.5 this run) | 30 | 30 | even |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 75 | 76 | Crusoe Cloud +1 |
| Transparency & trust | 7% (8.8 this run) | 63 | 77 | Crusoe Cloud +14 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **55.3 · C** | **63.4 · B** | |

## Facts side by side

| Fact | Cerebrium | Crusoe Cloud |
| --- | --- | --- |
| Kind | Model platform | HTTP API |
| Vendor | Cerebrium Inc. | Crusoe |
| Hosted endpoint | `https://rest.cerebrium.ai` | `https://api.cloud.crusoe.ai/v1` |
| Transports | HTTP | HTTP, stdio |
| Auth | API key | API key |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under Cerebrium's terms of service. The CLI is MIT | Proprietary service under the Crusoe Cloud Platform Terms of Service. The Go client and the MCP server package are MIT. The CLI ships as binaries, and no licence file was found in the Terraform provider repository |
| Tools exposed | none | 41 |
| Read-only variant documented | no | yes |
| llms.txt | yes | yes |
| Last release | 2026-09-16 | 2026-10-08 |
| Terms last updated | no date given | couldn't be read |
| Privacy policy last updated | no date given | couldn't be read |
| Customer content may train models | not found in the text | couldn't be read |
| Terms restrict automated access | yes | couldn't be read |
| Terms restrict benchmarking | not found in the text | couldn't be read |
| Terms or service can change without notice | yes | couldn't be read |
| Arbitration or class-action waiver | not found in the text | couldn't be read |
| Popularity | 920 PyPI/wk | 7 npm/wk |

## 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.

**Crusoe Cloud.** The v1 REST API has a published OpenAPI description, Markdown docs, HMAC-signed keys, reader roles and a 90-day audit log, with on-demand GPU prices public. No idempotency keys or control-plane rate limits were found, spot and B200 prices go through sales, and a storage outage in eu-norway1 lasted about four hours on 29 September 2026.

## 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

### Crusoe Cloud

1. Sign every request. Build the payload from path, sorted query string, verb and `X-Crusoe-Timestamp`, HMAC-SHA256 it with the base64url-decoded secret, and send `Authorization: Bearer 1.0:<access_key_id>:<signature>`.
2. Use `https://api.cloud.crusoe.ai/v1`. Some docs pages and the MCP server still name `api.crusoecloud.com` and `/v1alpha5`.
3. Creates, updates and deletes return an operation. Poll the matching operations endpoint for `state`, and list existing resources by name before retrying a create, because no idempotency key was found.
4. Managed AI uses separate Intelligence API keys and hosts, `api.inference.crusoecloud.com` for OpenAI-compatible calls and `api.intelligence.crusoecloud.com` for files and fine-tuning jobs.
5. Delete a VM and its disks to stop charges. A stopped on-demand VM is not billed for compute, but its 128 GB OS disk still bills at $0.08 a GiB-month.

## Questions

### Which is better for AI agents, Cerebrium or Crusoe Cloud?

Crusoe Cloud scores 63.4 (B) on agent readiness against Cerebrium's 55.3 (C), and leads in 5 of 7 scored categories.

### Can an agent call Cerebrium and Crusoe Cloud without installing anything?

Yes. Cerebrium has a hosted endpoint at https://rest.cerebrium.ai and Crusoe Cloud at https://api.cloud.crusoe.ai/v1.


## For agents

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

## Other comparisons with Cerebrium or Crusoe Cloud

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- [Cerebrium vs Nebius AI Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.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 Thunder Compute](https://www.anchorterminal.com/compare/cerebrium-vs-thunder-compute.md)
- [Cerebrium vs Vast.ai](https://www.anchorterminal.com/compare/cerebrium-vs-vast-ai.md)
- [Cerebrium vs Verda](https://www.anchorterminal.com/compare/cerebrium-vs-verda.md)
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- [Crusoe Cloud vs Hugging Face Inference Endpoints](https://www.anchorterminal.com/compare/crusoe-cloud-vs-hugging-face-inference-endpoints.md)
- [Crusoe Cloud vs Hyperbolic](https://www.anchorterminal.com/compare/crusoe-cloud-vs-hyperbolic.md)
- [Crusoe Cloud vs Koyeb](https://www.anchorterminal.com/compare/crusoe-cloud-vs-koyeb.md)
- [Crusoe Cloud vs Lambda Cloud](https://www.anchorterminal.com/compare/crusoe-cloud-vs-lambda.md)
- [Crusoe Cloud vs Massed Compute](https://www.anchorterminal.com/compare/crusoe-cloud-vs-massed-compute.md)
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- [Crusoe Cloud vs Northflank](https://www.anchorterminal.com/compare/crusoe-cloud-vs-northflank.md)
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