# Nebius AI Cloud vs Verda

> Nebius AI Cloud scores 67.2 (B) on agent readiness against Verda's 62.3 (B), and leads in 3 of 7 scored categories. Verda leads on reliability. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda
- Markdown: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.md (~2,650 tokens)
- Slim: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/nebius-ai-cloud-vs-verda.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 Verda's 62.3 (B), and leads in 3 of 7 scored categories. Verda leads on reliability. 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
- Verda: grade B, 62.3/100, rank #396 of 842. Markdown https://www.anchorterminal.com/tools/verda.md · JSON https://www.anchorterminal.com/api/v1/tools/verda.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 63
- Security & auth, 81 against 68

Also in its favour:
- No incidents deducted, where Verda loses 3 points for them

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

### Verda (B)

Good for: Agents that rent whole GPU machines or clusters in Finland for training or batch work, or deploy scale-to-zero container endpoints, and that can run a local CLI for MCP.

Ahead on:
- Reliability, 67 against 57

Watch for: No free tier. Accounts are prepaid, and instances are discontinued and volumes deleted when the balance reaches zero


## Score by category

| Category | Weight | Nebius AI Cloud | Verda | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 57 | 67 | Verda +10 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 78 | 82 | Verda +4 |
| Agent ergonomics | 13% (16.2 this run) | 77 | 63 | Nebius AI Cloud +14 |
| Security & auth | 14% (17.5 this run) | 81 | 68 | Nebius AI Cloud +13 |
| Payments & pricing | 10% (12.5 this run) | 20 | 20 | even |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 82 | 83 | Verda +1 |
| Transparency & trust | 7% (8.8 this run) | 77 | 76 | Nebius AI Cloud +1 |
| Negative events | ≤15 | 0 | -3 | |
| **Total** | | **67.2 · B** | **62.3 · B** | |

## Facts side by side

| Fact | Nebius AI Cloud | Verda |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Nebius | Verda |
| Hosted endpoint | `https://api.nebius.cloud` | `https://api.verda.com/v1` |
| Transports | HTTP, stdio | HTTP, stdio |
| Auth | OAuth or key | OAuth |
| 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 | Proprietary service under Verda's Terms of Service. The CLI, the Python SDK and the Go SDK on GitHub are Apache-2.0 |
| Tools exposed | none | 18 |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-07 | 2026-10-07 |
| Terms last updated | 2026-09-28 | 2025-09-30 |
| Privacy policy last updated | 2026-09-23 | no date given |
| 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 | yes |
| Terms or service can change without notice | not found in the text | not found in the text |
| Arbitration or class-action waiver | yes | yes |
| Popularity | 4.1k npm/wk, 469k PyPI/wk | 10k PyPI/wk |

## 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.

**Verda.** The REST API has a public OpenAPI 3.1 document, a dated changelog, published rate limits with `Retry-After`, and an audit log endpoint. The CLI's MCP server refuses billed or destructive calls without `confirm: true`. Access needs a browser signup and a prepaid balance, credentials carry one scope, and instance creation has no idempotency key.

## 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`

### Verda

1. Exchange the client ID and secret at `POST /v1/oauth2/token`, then send the access token as a Bearer header. It expires after 3,600 seconds, so refresh it.
2. Send `location_code` on every create call. Requests without it have returned 400 since March 2026.
3. Call `GET /v1/instance-availability` before launching. `POST /v1/instances` returns 503 `service_unavailable` when the location has no capacity.
4. List instances before retrying a failed launch, because create has no idempotency key.
5. Use the `delete` action to stop charges. `shutdown` keeps billing, and deleted volumes stay recoverable for 96 hours unless `delete_permanently` is set.

## Questions

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

Nebius AI Cloud scores 67.2 (B) on agent readiness against Verda's 62.3 (B), and leads in 3 of 7 scored categories. Verda leads on reliability.

### Do Nebius AI Cloud and Verda need an API key?

Nebius AI Cloud takes an API key or an OAuth sign-in. Verda uses an OAuth sign-in.

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

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


## For agents

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

## Other comparisons with Nebius AI Cloud or Verda

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