# Cerebrium vs Koyeb > Cerebrium scores 55.3 (C) on agent readiness against Koyeb's 46.5 (D), and leads in 4 of 7 scored categories. Koyeb leads on reliability and agent ergonomics. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/cerebrium-vs-koyeb - Markdown: https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.md (~2,000 tokens) - Slim: https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.min.md (~530 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.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 Cerebrium scores 55.3 (C) on agent readiness against Koyeb's 46.5 (D), and leads in 4 of 7 scored categories. Koyeb leads on reliability and agent ergonomics. Both do compute gpu. - Cerebrium: grade C, 55.3/100, rank #454 of 629. Markdown https://www.anchorterminal.com/tools/cerebrium.md · JSON https://www.anchorterminal.com/api/v1/tools/cerebrium.json - Koyeb: grade D, 46.5/100, rank #561 of 629. Markdown https://www.anchorterminal.com/tools/koyeb.md · JSON https://www.anchorterminal.com/api/v1/tools/koyeb.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: - Schema & documentation, 70 against 41 - Security & auth, 60 against 50 - Payments & pricing, 30 against 20 - Maintenance & community, 75 against 23 Watch for: `disable_auth` defaults to true, so a deployed endpoint answers without a token unless the owner changes it ### Koyeb (D) Good for: Teams that want cheap H100 or H200 containers with scale to zero and an SLA, deployed from Git or an image without a vendor SDK. Ahead on: - Reliability, 60 against 48 - Agent ergonomics, 56 against 49 Watch for: Changelog silent since 27 February 2026 and no CLI release since 12 May 2026 ## Score by category | Category | Weight | Cerebrium | Koyeb | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 48 | 60 | Koyeb +12 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 70 | 41 | Cerebrium +29 | | Agent ergonomics | 13% (16.2 this run) | 49 | 56 | Koyeb +7 | | Security & auth | 14% (17.5 this run) | 60 | 50 | Cerebrium +10 | | 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 | 23 | Cerebrium +52 | | Transparency & trust | 7% (8.8 this run) | 63 | 63 | even | | Negative events | ≤15 | 0 | 0 | | | **Total** | | **55.3 · C** | **46.5 · D** | | ## Facts side by side | Fact | Cerebrium | Koyeb | | --- | --- | --- | | Kind | Model platform | Model platform | | Vendor | Cerebrium Inc. | Koyeb | | Hosted endpoint | `https://rest.cerebrium.ai` | `https://app.koyeb.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 | Apache-2.0 | | Read-only variant documented | no | no | | llms.txt | yes | no | | Last release | 2026-09-16 | 2026-05-12 | | Terms last updated | no date given | no date given | | 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 | yes | | Terms restrict benchmarking | not found in the text | not found in the text | | Terms or service can change without notice | yes | yes | | Arbitration or class-action waiver | not found in the text | not found in the text | | Popularity | 920 PyPI/wk | 72 stars | | 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. **Koyeb.** H100 at $2.50 and H200 at $3.00 an hour, billed per second. Changelog silent since 27 February 2026 and no CLI release since 12 May 2026. ## 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 ### Koyeb 1. Pass `dry_run` on service create or update to validate the definition before anything deploys 2. Page service lists with `limit` and `offset` and filter by `statuses` instead of fetching everything 3. Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout 4. Set `--min-scale 0` on GPU services so idle instances stop billing 5. Re-check the Mistral transition before building anything long-lived on it ## Questions ### Which is better for AI agents, Cerebrium or Koyeb? Cerebrium scores 55.3 (C) on agent readiness against Koyeb's 46.5 (D), and leads in 4 of 7 scored categories. Koyeb leads on reliability and agent ergonomics. ## For agents - This comparison as JSON: https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.json, and with the fewest tokens: https://www.anchorterminal.com/compare/cerebrium-vs-koyeb.min.md - Over MCP at https://www.anchorterminal.com/mcp (no key): `compare_tools {"a": "cerebrium", "b": "koyeb"}`. From a terminal: `anchor compare cerebrium koyeb` - Each listing in full: https://www.anchorterminal.com/api/v1/tools/cerebrium.json and https://www.anchorterminal.com/api/v1/tools/koyeb.json ## Other comparisons with Cerebrium or Koyeb - [Baseten vs Cerebrium](https://www.anchorterminal.com/compare/baseten-vs-cerebrium.md) - [Baseten vs Koyeb](https://www.anchorterminal.com/compare/baseten-vs-koyeb.md) - [Beam vs Cerebrium](https://www.anchorterminal.com/compare/beam-vs-cerebrium.md) - [Beam vs Koyeb](https://www.anchorterminal.com/compare/beam-vs-koyeb.md) - [Cerebrium vs CoreWeave](https://www.anchorterminal.com/compare/cerebrium-vs-coreweave.md) - [Cerebrium vs Lambda Cloud](https://www.anchorterminal.com/compare/cerebrium-vs-lambda.md) - [Cerebrium vs Modal](https://www.anchorterminal.com/compare/cerebrium-vs-modal.md) - [Cerebrium vs Northflank](https://www.anchorterminal.com/compare/cerebrium-vs-northflank.md) - [Cerebrium vs Replicate Deployments](https://www.anchorterminal.com/compare/cerebrium-vs-replicate-deploy.md) - [Cerebrium vs Runpod](https://www.anchorterminal.com/compare/cerebrium-vs-runpod.md) - [Cerebrium vs Vast.ai](https://www.anchorterminal.com/compare/cerebrium-vs-vast-ai.md) - [CoreWeave vs Koyeb](https://www.anchorterminal.com/compare/coreweave-vs-koyeb.md) - [Koyeb vs Lambda Cloud](https://www.anchorterminal.com/compare/koyeb-vs-lambda.md) - [Koyeb vs Modal](https://www.anchorterminal.com/compare/koyeb-vs-modal.md) - [Koyeb vs Northflank](https://www.anchorterminal.com/compare/koyeb-vs-northflank.md) - [Koyeb vs Replicate Deployments](https://www.anchorterminal.com/compare/koyeb-vs-replicate-deploy.md) - [Koyeb vs Runpod](https://www.anchorterminal.com/compare/koyeb-vs-runpod.md) - [Koyeb vs Vast.ai](https://www.anchorterminal.com/compare/koyeb-vs-vast-ai.md)