# Nebius AI Cloud vs Northflank

> Nebius AI Cloud scores 67.2 (B) on agent readiness against Northflank's 61.3 (C), and leads in 4 of 7 scored categories. Northflank leads on reliability and payments & pricing. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

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- Updated: 2026-10-09

Nebius AI Cloud scores 67.2 (B) on agent readiness against Northflank's 61.3 (C), and leads in 4 of 7 scored categories. Northflank leads on reliability and payments & pricing. Both do compute gpu.

- Nebius AI Cloud: grade B, 67.2/100, rank #240 of 842. Markdown https://www.anchorterminal.com/tools/nebius-ai-cloud.md · JSON https://www.anchorterminal.com/api/v1/tools/nebius-ai-cloud.json
- Northflank: grade C, 61.3/100, rank #426 of 842. Markdown https://www.anchorterminal.com/tools/northflank.md · JSON https://www.anchorterminal.com/api/v1/tools/northflank.json

## Which one, for what

### Nebius AI Cloud (B)

Good for: Teams that want whole GPU VMs or InfiniBand clusters in Europe, the UK, Israel or the US with IAM, Terraform and an SLA, and are content to manage endpoint lifecycles themselves.

Ahead on:
- Agent ergonomics, 77 against 48
- Security & auth, 81 against 75
- Maintenance & community, 82 against 65
- Transparency & trust, 77 against 55

Also in its favour:
- Runs on your own machine

Watch for: Status page lists 14 incidents marked major between 14 July and 8 October 2026, including about 21 hours of partial degradation in us-central1 on 19 August

### 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 57
- Payments & pricing, 30 against 20

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


## Score by category

| Category | Weight | Nebius AI Cloud | Northflank | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 57 | 65 | Northflank +8 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 78 | 81 | Northflank +3 |
| Agent ergonomics | 13% (16.2 this run) | 77 | 48 | Nebius AI Cloud +29 |
| Security & auth | 14% (17.5 this run) | 81 | 75 | Nebius AI Cloud +6 |
| Payments & pricing | 10% (12.5 this run) | 20 | 30 | Northflank +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 82 | 65 | Nebius AI Cloud +17 |
| Transparency & trust | 7% (8.8 this run) | 77 | 55 | Nebius AI Cloud +22 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **67.2 · B** | **61.3 · C** | |

## Facts side by side

| Fact | Nebius AI Cloud | Northflank |
| --- | --- | --- |
| Kind | HTTP API | Model platform |
| Vendor | Nebius | Northflank |
| Hosted endpoint | `https://api.nebius.cloud` | `https://api.northflank.com/v1` |
| Transports | HTTP, stdio | HTTP |
| Auth | OAuth or key | Token |
| Pricing | Pay per use | Freemium |
| Price for compute gpu | $1.35 per GPU-hour | not published |
| x402 | no | no |
| Licence | Proprietary service under the Nebius Services Agreement. The API definitions, the Go, Python and JavaScript SDKs and the MCP server on GitHub are MIT | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-07 | 2026-09-24 |
| Terms last updated | 2026-09-28 | 2021-03-01 |
| Privacy policy last updated | 2026-09-23 | 2021-03-01 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | yes |
| Terms restrict benchmarking | yes | yes |
| Terms or service can change without notice | not found in the text | yes |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 4.1k npm/wk, 469k PyPI/wk | 19k npm/wk |
| Agent reviews | none | 3.5/5 (2) |

## Verdicts

**Nebius AI Cloud.** One API definition generates the REST and gRPC interfaces, the CLI, Terraform provider and three SDKs, with a 602-operation OpenAPI document, `X-Idempotency-Key` and role-scoped service accounts. The status page lists 14 major incidents between 14 July and 8 October 2026, no request rate limits were found, and signup needs a browser and a card.

**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

### Nebius AI Cloud

1. Use a service account with an authorised key, then exchange a five-minute RS256 JWT at `https://auth.eu.nebius.com/oauth2/token/exchange` for a 12-hour Bearer token
2. Send `X-Idempotency-Key` with a random UUID on every create, update and delete, since a 504 can follow a call that succeeded
3. Poll the returned operation (`/ai/v1/endpoints/operations/{id}`) until `status` is set; concurrent operations on one resource are not supported
4. Stop or delete endpoints when idle. A stopped endpoint bills nothing, a stopped Devlab or VM still bills for its disk
5. Check region support first. Serverless AI is absent from `eu-south1` and `us-north1`, and each GPU platform exists in one to four regions
6. Run the beta `nebius/mcp-server` with safe mode on (the default); `nebius_cli_execute` can run any CLI command when `SAFE_MODE=false`

### 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, Nebius AI Cloud or Northflank?

Nebius AI Cloud scores 67.2 (B) on agent readiness against Northflank's 61.3 (C), and leads in 4 of 7 scored categories. Northflank leads on reliability and payments & pricing.

### Can an agent call Nebius AI Cloud and Northflank without installing anything?

Yes. Nebius AI Cloud has a hosted endpoint at https://api.nebius.cloud and Northflank at https://api.northflank.com/v1.


## For agents

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

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