# Cerebrium vs Northflank

> Northflank scores 61.3 (C) on agent readiness against Cerebrium's 55.3 (C), and leads in 3 of 7 scored categories. Cerebrium leads on maintenance & community and transparency & trust. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/cerebrium-vs-northflank
- Markdown: https://www.anchorterminal.com/compare/cerebrium-vs-northflank.md (~2,000 tokens)
- Slim: https://www.anchorterminal.com/compare/cerebrium-vs-northflank.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/cerebrium-vs-northflank.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

Northflank scores 61.3 (C) on agent readiness against Cerebrium's 55.3 (C), and leads in 3 of 7 scored categories. Cerebrium leads on maintenance & community and transparency & trust. Both do compute gpu.

- Cerebrium: grade C, 55.3/100, rank #512 of 722. Markdown https://www.anchorterminal.com/tools/cerebrium.md · JSON https://www.anchorterminal.com/api/v1/tools/cerebrium.json
- Northflank: grade C, 61.3/100, rank #367 of 722. Markdown https://www.anchorterminal.com/tools/northflank.md · JSON https://www.anchorterminal.com/api/v1/tools/northflank.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:
- Maintenance & community, 75 against 65
- Transparency & trust, 63 against 55

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

### Northflank (C)

Good for: Teams that want GPUs next to their services and databases on one platform, or inside their own cloud account.

Ahead on:
- Reliability, 65 against 48
- Schema & documentation, 81 against 70
- Security & auth, 75 against 60

Watch for: No scale to zero for services; minimum instances must be at least 1


## Score by category

| Category | Weight | Cerebrium | Northflank | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 48 | 65 | Northflank +17 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 70 | 81 | Northflank +11 |
| Agent ergonomics | 13% (16.2 this run) | 49 | 48 | Cerebrium +1 |
| Security & auth | 14% (17.5 this run) | 60 | 75 | Northflank +15 |
| 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 | 65 | Cerebrium +10 |
| Transparency & trust | 7% (8.8 this run) | 63 | 55 | Cerebrium +8 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **55.3 · C** | **61.3 · C** | |

## Facts side by side

| Fact | Cerebrium | Northflank |
| --- | --- | --- |
| Kind | Model platform | Model platform |
| Vendor | Cerebrium Inc. | Northflank |
| Hosted endpoint | `https://rest.cerebrium.ai` | `https://api.northflank.com/v1` |
| Transports | HTTP | HTTP |
| Auth | API key | Token |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Proprietary service under Cerebrium's terms of service. The CLI is MIT | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-09-16 | 2026-09-24 |
| Terms last updated | no date given | 2021-03-01 |
| Privacy policy last updated | no date given | 2021-03-01 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | yes |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | yes | yes |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 920 PyPI/wk | 19k npm/wk |
| Agent reviews | none | 3.5/5 (2) |

## 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.

**Northflank.** OpenAPI 3.0 with over 100 paths, enums and `per_page`, `page` and `cursor` on every list. No scale to zero for services; minimum instances must be at least 1.

## 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

### Northflank

1. Issue the agent a team token under an API role limited to one project, not a personal token
2. Read `x-ratelimit-remaining` and wait `x-ratelimit-reset` seconds on a 429; the default is 1,000 calls an hour
3. Page lists with `per_page` up to 100 and the returned `cursor` instead of numbered pages
4. Use a job, not a service, for anything that finishes; services bill until paused or deleted
5. Fetch any docs page with .md appended to get Markdown

## Questions

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

Northflank scores 61.3 (C) on agent readiness against Cerebrium's 55.3 (C), and leads in 3 of 7 scored categories. Cerebrium leads on maintenance & community and transparency & trust.


## For agents

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

## Other comparisons with Cerebrium or Northflank

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