# Cerebrium vs Verda

> Verda scores 62.3 (B) on agent readiness against Cerebrium's 55.3 (C), and leads in 6 of 7 scored categories. Cerebrium leads on payments & pricing. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/cerebrium-vs-verda
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- 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

Verda scores 62.3 (B) on agent readiness against Cerebrium's 55.3 (C), and leads in 6 of 7 scored categories. Cerebrium leads on payments & pricing. Both do compute gpu.

- Cerebrium: grade C, 55.3/100, rank #593 of 842. Markdown https://www.anchorterminal.com/tools/cerebrium.md · JSON https://www.anchorterminal.com/api/v1/tools/cerebrium.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

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

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

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

### 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 48
- Schema & documentation, 82 against 70
- Agent ergonomics, 63 against 49
- Security & auth, 68 against 60
- Maintenance & community, 83 against 75
- Transparency & trust, 76 against 63

Also in its favour:
- Runs on your own machine

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 | Cerebrium | Verda | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 48 | 67 | Verda +19 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 70 | 82 | Verda +12 |
| Agent ergonomics | 13% (16.2 this run) | 49 | 63 | Verda +14 |
| Security & auth | 14% (17.5 this run) | 60 | 68 | Verda +8 |
| Payments & pricing | 10% (12.5 this run) | 30 | 20 | Cerebrium +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 75 | 83 | Verda +8 |
| Transparency & trust | 7% (8.8 this run) | 63 | 76 | Verda +13 |
| Negative events | ≤15 | 0 | -3 | |
| **Total** | | **55.3 · C** | **62.3 · B** | |

## Facts side by side

| Fact | Cerebrium | Verda |
| --- | --- | --- |
| Kind | Model platform | HTTP API |
| Vendor | Cerebrium Inc. | Verda |
| Hosted endpoint | `https://rest.cerebrium.ai` | `https://api.verda.com/v1` |
| Transports | HTTP | HTTP, stdio |
| Auth | API key | OAuth |
| Pricing | Freemium | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under Cerebrium's terms of service. The CLI is 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 | 2026-09-16 | 2026-10-07 |
| Terms last updated | no date given | 2025-09-30 |
| Privacy policy last updated | no date given | no date given |
| Customer content may train models | not found in the text | not found in the text |
| Terms restrict automated access | yes | not found in the text |
| Terms restrict benchmarking | not found in the text | yes |
| Terms or service can change without notice | yes | not found in the text |
| Arbitration or class-action waiver | not found in the text | yes |
| Popularity | 920 PyPI/wk | 10k PyPI/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.

**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

### 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

### 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, Cerebrium or Verda?

Verda scores 62.3 (B) on agent readiness against Cerebrium's 55.3 (C), and leads in 6 of 7 scored categories. Cerebrium leads on payments & pricing.

### Can an agent call Cerebrium and Verda without installing anything?

Yes. Cerebrium has a hosted endpoint at https://rest.cerebrium.ai and Verda at https://api.verda.com/v1.


## For agents

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

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