# CoreWeave vs Hyperbolic

> CoreWeave scores 61.5 (C) on agent readiness against Hyperbolic's 48 (D), and leads in 6 of 7 scored categories. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic
- Markdown: https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic.md (~2,500 tokens)
- Slim: https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic.min.md (~630 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/coreweave-vs-hyperbolic.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

CoreWeave scores 61.5 (C) on agent readiness against Hyperbolic's 48 (D), and leads in 6 of 7 scored categories. Both do compute gpu.

- CoreWeave: grade C, 61.5/100, rank #421 of 842. Markdown https://www.anchorterminal.com/tools/coreweave.md · JSON https://www.anchorterminal.com/api/v1/tools/coreweave.json
- Hyperbolic: grade D, 48/100, rank #730 of 842. Markdown https://www.anchorterminal.com/tools/hyperbolic.md · JSON https://www.anchorterminal.com/api/v1/tools/hyperbolic.json

## Which one, for what

### CoreWeave (C)

Good for: Teams that already run Kubernetes and need whole multi-GPU nodes or clusters for training and dedicated inference, with a contract and IAM.

Ahead on:
- Security & auth, 74 against 47
- Payments & pricing, 20 against 15
- Maintenance & community, 80 against 42
- Transparency & trust, 77 against 61

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

Watch for: No self-serve route. CoreWeave's sales team approves an organisation and emails the activation link before a token can be created

### Hyperbolic (D)

Good for: Agents that rent whole H100, H200 or B200 machines or multi-node clusters for training and batch work and that have a funded account.

Watch for: API keys carry no scopes or expiry in the reviewed documentation, and the same key can call `DELETE /v2/users/me`


## Score by category

| Category | Weight | CoreWeave | Hyperbolic | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 50 | 52 | Hyperbolic +2 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 79 | 77 | CoreWeave +2 |
| Agent ergonomics | 13% (16.2 this run) | 58 | 55 | CoreWeave +3 |
| Security & auth | 14% (17.5 this run) | 74 | 47 | CoreWeave +27 |
| Payments & pricing | 10% (12.5 this run) | 20 | 15 | CoreWeave +5 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 80 | 42 | CoreWeave +38 |
| Transparency & trust | 7% (8.8 this run) | 77 | 61 | CoreWeave +16 |
| Negative events | ≤15 | 0 | -3 | |
| **Total** | | **61.5 · C** | **48 · D** | |

## Facts side by side

| Fact | CoreWeave | Hyperbolic |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | CoreWeave, Inc. | Hyperbolic Labs, Inc. |
| Hosted endpoint | `https://api.coreweave.com` | `https://api.hyperbolic.ai` |
| Transports | HTTP | HTTP |
| Auth | Token | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | Proprietary service under CoreWeave's Terms of Service. The Terraform provider on GitHub is MIT | Proprietary service under Hyperbolic's Terms of Service. The unmaintained hyperbolic-mcp repository on GitHub is MIT |
| Tools exposed | 38 | none |
| Read-only variant documented | no | no |
| llms.txt | yes | yes |
| Last release | 2026-10-02 | 2026-10-05 |
| Terms last updated | 2022-06-30 | 2025-03-24 |
| Privacy policy last updated | 2026-02-24 | 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 | 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 | yes |

## Verdicts

**CoreWeave.** Per-hour prices for 8-GPU H100, H200 and B200 nodes are public, the docs ship as Markdown with llms.txt and embedded OpenAPI specs, and IAM has read-only roles per service. An organisation must be approved by CoreWeave's sales team before any token exists, and no request rate limits were found in the reviewed documentation.

**Hyperbolic.** The API serves its own OpenAPI 3.1 document without a key, lists GPU prices on an open endpoint and dates the removal of legacy paths at 1 March 2027. API keys carry no scopes and can delete the account, rental creation has no idempotency key, and renting needs a browser signup and a $5 deposit.

## Before you call either

### CoreWeave

1. Create an API access token at console.coreweave.com/tokens with an expiry and send it as `Authorization: Bearer` to https://api.coreweave.com
2. Add GPUs by applying a NodePool resource (`compute.coreweave.com/v1alpha1`) to a CKS cluster with `instanceType` and `targetNodes`. `instanceType` can't be changed afterwards
3. Set `targetNodes` to 0 or delete the Node Pool when a job ends. Nodes are whole 8-GPU machines billed by the hour
4. Never pass `dry_run` to the MCP tool `coreweave_kubectl_apply` expecting a preview. The reference says the parameter is ignored and the manifest is applied
5. Use a separate Forge API key and https://api.inference.wandb.ai/v1 for Serverless Inference. A CoreWeave API access token doesn't work there

### Hyperbolic

1. Read `GET /v2/on-demand/rental-options` first. It needs no key and lists what can be rented now, with `costPerHourCents` per GPU configuration.
2. Send `rentalType` and `gpuCount` to `POST /v2/on-demand/rentals`. Region defaults to `us-central-1` and GPU type to `h100`, so set both from the options list.
3. List active rentals before retrying a failed create call. There is no idempotency key and every ready rental bills hourly.
4. Save an SSH public key with `POST /v2/ssh-keys` before renting. Without `sshPublicKeyIds` the newest saved key is attached.
5. Do not create reserved rentals unless asked. They are paid in full up front and cannot be terminated early.

## Questions

### Which is better for AI agents, CoreWeave or Hyperbolic?

CoreWeave scores 61.5 (C) on agent readiness against Hyperbolic's 48 (D), and leads in 6 of 7 scored categories.

### Do CoreWeave and Hyperbolic need an API key?

CoreWeave needs an access token. Hyperbolic needs an API key.

### Can an agent call CoreWeave and Hyperbolic without installing anything?

Yes. CoreWeave has a hosted endpoint at https://api.coreweave.com and Hyperbolic at https://api.hyperbolic.ai.


## For agents

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

## Other comparisons with CoreWeave or Hyperbolic

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