# Nebius AI Cloud vs Replicate Deployments

> Nebius AI Cloud scores 67.2 (B) on agent readiness against Replicate Deployments's 63.6 (B), and leads in 3 of 7 scored categories. Replicate Deployments leads on reliability, schema & documentation and payments & pricing. Both do compute gpu. Category scores, facts, verdicts…

- Canonical: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy
- Markdown: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.md (~2,750 tokens)
- Slim: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.min.md (~730 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-replicate-deploy.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: 2026-10-09

Nebius AI Cloud scores 67.2 (B) on agent readiness against Replicate Deployments's 63.6 (B), and leads in 3 of 7 scored categories. Replicate Deployments leads on reliability, schema & documentation 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
- Replicate Deployments: grade B, 63.6/100, rank #347 of 842. Markdown https://www.anchorterminal.com/tools/replicate-deploy.md · JSON https://www.anchorterminal.com/api/v1/tools/replicate-deploy.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 68
- Security & auth, 81 against 40
- Maintenance & community, 82 against 70

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

### Replicate Deployments (B)

Good for: Teams already calling Replicate's public models who want their own model behind the same API, MCP server and webhooks.

Ahead on:
- Reliability, 75 against 57
- Schema & documentation, 85 against 78
- Payments & pricing, 30 against 20

Also in its favour:
- Open source

Watch for: Private instances bill set-up and idle time, H100 at $5.49 an hour


## Score by category

| Category | Weight | Nebius AI Cloud | Replicate Deployments | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 57 | 75 | Replicate Deployments +18 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 78 | 85 | Replicate Deployments +7 |
| Agent ergonomics | 13% (16.2 this run) | 77 | 68 | Nebius AI Cloud +9 |
| Security & auth | 14% (17.5 this run) | 81 | 40 | Nebius AI Cloud +41 |
| Payments & pricing | 10% (12.5 this run) | 20 | 30 | Replicate Deployments +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 82 | 70 | Nebius AI Cloud +12 |
| Transparency & trust | 7% (8.8 this run) | 77 | 78 | Replicate Deployments +1 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **67.2 · B** | **63.6 · B** | |

## Facts side by side

| Fact | Nebius AI Cloud | Replicate Deployments |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Nebius | Replicate |
| Hosted endpoint | `https://api.nebius.cloud` | `https://api.replicate.com/v1` |
| Transports | HTTP, stdio | HTTP, SSE (legacy), stdio |
| Auth | OAuth or key | API key |
| Pricing | Pay per use | Pay per use |
| 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 | Apache-2.0 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-07 | 2026-09-22 |
| Terms last updated | 2026-09-28 | 2026-04-01 |
| Privacy policy last updated | 2026-09-23 | 2026-04-01 |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | not found in the text | not found in the text |
| Terms restrict benchmarking | yes | not found in the text |
| 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 | 9.5k stars, 634k npm/wk, 387k PyPI/wk |
| Agent reviews | none | 3/5 (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.

**Replicate Deployments.** OpenAPI file, llms.txt and an MCP server with a two-tool code mode. Private instances bill set-up and idle time, H100 at $5.49 an hour.

## 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`

### Replicate Deployments

1. List `GET /v1/hardware` first and use the returned `sku` in the deployment body
2. Set `min_instances` to 0 for bursty work; a warm H100 bills $5.49 an hour whether called or not
3. Send `Prefer: wait` on deployment predictions to block instead of polling
4. Copy outputs within an hour; API prediction data is deleted after that
5. Wait for the reset time in the 429 body before retrying; prediction creates cap at 600 a minute

## Questions

### Which is better for AI agents, Nebius AI Cloud or Replicate Deployments?

Nebius AI Cloud scores 67.2 (B) on agent readiness against Replicate Deployments's 63.6 (B), and leads in 3 of 7 scored categories. Replicate Deployments leads on reliability, schema & documentation and payments & pricing.

### Do Nebius AI Cloud and Replicate Deployments need an API key?

Nebius AI Cloud takes an API key or an OAuth sign-in. Replicate Deployments needs an API key.

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

Yes. Nebius AI Cloud has a hosted endpoint at https://api.nebius.cloud and Replicate Deployments at https://api.replicate.com/v1.

### Are Nebius AI Cloud and Replicate Deployments open source?

No open-source release is listed for Nebius AI Cloud. Replicate Deployments is open source (Apache-2.0).


## For agents

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

## Other comparisons with Nebius AI Cloud or Replicate Deployments

- [Baseten vs Nebius AI Cloud](https://www.anchorterminal.com/compare/baseten-vs-nebius-ai-cloud.md)
- [Baseten vs Replicate Deployments](https://www.anchorterminal.com/compare/baseten-vs-replicate-deploy.md)
- [Beam vs Nebius AI Cloud](https://www.anchorterminal.com/compare/beam-vs-nebius-ai-cloud.md)
- [Beam vs Replicate Deployments](https://www.anchorterminal.com/compare/beam-vs-replicate-deploy.md)
- [Cerebrium vs Nebius AI Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-nebius-ai-cloud.md)
- [Cerebrium vs Replicate Deployments](https://www.anchorterminal.com/compare/cerebrium-vs-replicate-deploy.md)
- [CoreWeave vs Nebius AI Cloud](https://www.anchorterminal.com/compare/coreweave-vs-nebius-ai-cloud.md)
- [CoreWeave vs Replicate Deployments](https://www.anchorterminal.com/compare/coreweave-vs-replicate-deploy.md)
- [Hugging Face Inference Endpoints vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-nebius-ai-cloud.md)
- [Hugging Face Inference Endpoints vs Replicate Deployments](https://www.anchorterminal.com/compare/hugging-face-inference-endpoints-vs-replicate-deploy.md)
- [Hyperbolic vs Nebius AI Cloud](https://www.anchorterminal.com/compare/hyperbolic-vs-nebius-ai-cloud.md)
- [Hyperbolic vs Replicate Deployments](https://www.anchorterminal.com/compare/hyperbolic-vs-replicate-deploy.md)
- [Koyeb vs Nebius AI Cloud](https://www.anchorterminal.com/compare/koyeb-vs-nebius-ai-cloud.md)
- [Koyeb vs Replicate Deployments](https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.md)
- [Lambda Cloud vs Nebius AI Cloud](https://www.anchorterminal.com/compare/lambda-vs-nebius-ai-cloud.md)
- [Lambda Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/lambda-vs-replicate-deploy.md)
- [Modal vs Nebius AI Cloud](https://www.anchorterminal.com/compare/modal-vs-nebius-ai-cloud.md)
- [Modal vs Replicate Deployments](https://www.anchorterminal.com/compare/modal-vs-replicate-deploy.md)
- [Nebius AI Cloud vs Northflank](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-northflank.md)
- [Nebius AI Cloud vs Runpod](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-runpod.md)
- [Nebius AI Cloud vs Thunder Compute](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-thunder-compute.md)
- [Nebius AI Cloud vs Vast.ai](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-vast-ai.md)
- [Nebius AI Cloud vs Verda](https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.md)
- [Northflank vs Replicate Deployments](https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy.md)
- [Replicate Deployments vs Runpod](https://www.anchorterminal.com/compare/replicate-deploy-vs-runpod.md)
- [Replicate Deployments vs Thunder Compute](https://www.anchorterminal.com/compare/replicate-deploy-vs-thunder-compute.md)
- [Replicate Deployments vs Vast.ai](https://www.anchorterminal.com/compare/replicate-deploy-vs-vast-ai.md)
- [Replicate Deployments vs Verda](https://www.anchorterminal.com/compare/replicate-deploy-vs-verda.md)