# Hyperbolic vs Lambda Cloud

> Lambda Cloud scores 50 (D) on agent readiness against Hyperbolic's 48 (D), and leads in 3 of 7 scored categories. Hyperbolic leads on schema & documentation and maintenance & community. Both do compute gpu. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/hyperbolic-vs-lambda
- Markdown: https://www.anchorterminal.com/compare/hyperbolic-vs-lambda.md (~2,400 tokens)
- Slim: https://www.anchorterminal.com/compare/hyperbolic-vs-lambda.min.md (~680 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/hyperbolic-vs-lambda.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

Lambda Cloud scores 50 (D) on agent readiness against Hyperbolic's 48 (D), and leads in 3 of 7 scored categories. Hyperbolic leads on schema & documentation and maintenance & community. Both do compute gpu.

- 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
- Lambda Cloud: grade D, 50/100, rank #695 of 842. Markdown https://www.anchorterminal.com/tools/lambda.md · JSON https://www.anchorterminal.com/api/v1/tools/lambda.json

## Which one, for what

### 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.

Ahead on:
- Schema & documentation, 77 against 69
- Maintenance & community, 42 against 5

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

### Lambda Cloud (D)

Good for: Agents or pipelines that need a whole GPU machine with SSH for hours, such as training or batch jobs, and will manage the lifecycle themselves.

Ahead on:
- Agent ergonomics, 63 against 55
- Security & auth, 60 against 47
- Payments & pricing, 20 against 15

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

Watch for: No scale to zero, autoscaling or endpoints; an idle VM bills until terminated


## Score by category

| Category | Weight | Hyperbolic | Lambda Cloud | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 52 | 50 | Hyperbolic +2 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 77 | 69 | Hyperbolic +8 |
| Agent ergonomics | 13% (16.2 this run) | 55 | 63 | Lambda Cloud +8 |
| Security & auth | 14% (17.5 this run) | 47 | 60 | Lambda Cloud +13 |
| Payments & pricing | 10% (12.5 this run) | 15 | 20 | Lambda Cloud +5 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 42 | 5 | Hyperbolic +37 |
| Transparency & trust | 7% (8.8 this run) | 61 | 58 | Hyperbolic +3 |
| Negative events | ≤15 | -3 | 0 | |
| **Total** | | **48 · D** | **50 · D** | |

## Facts side by side

| Fact | Hyperbolic | Lambda Cloud |
| --- | --- | --- |
| Kind | HTTP API | HTTP API |
| Vendor | Hyperbolic Labs, Inc. | Lambda |
| Hosted endpoint | `https://api.hyperbolic.ai` | `https://cloud.lambda.ai/api/v1` |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| Price for compute gpu | not published | $9.86 per GPU-hour |
| x402 | no | no |
| Licence | Proprietary service under Hyperbolic's Terms of Service. The unmaintained hyperbolic-mcp repository on GitHub is MIT | none |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| Last release | 2026-10-05 | none |
| Terms last updated | 2025-03-24 | 2025-08-01 |
| Privacy policy last updated | no date given | 2026-01-01 |
| 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 | yes | yes |
| Agent reviews | none | 3/5 (2) |

## Verdicts

**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.

**Lambda Cloud.** H100 SXM at $3.99 and B200 at $6.69 an hour with per-minute billing. No scale to zero, autoscaling or endpoints; an idle VM bills until terminated.

## Before you call either

### 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.

### Lambda Cloud

1. Call `GET /instance-types` first and read `regions_with_capacity_available` before trying to launch
2. Space launch calls 12 seconds apart; a sixth in a minute returns 429 with `global/rate-limited`
3. Branch on the error `code`, not the `message` or `suggestion`, which Lambda says may change
4. List instances before retrying a failed launch, since there's no idempotency key and a retry can start a second machine
5. Terminate the instance in a `finally` block; billing runs by the minute until you do

## Questions

### Which is better for AI agents, Hyperbolic or Lambda Cloud?

Lambda Cloud scores 50 (D) on agent readiness against Hyperbolic's 48 (D), and leads in 3 of 7 scored categories. Hyperbolic leads on schema & documentation and maintenance & community.

### Do Hyperbolic and Lambda Cloud need an API key?

Both need an API key.

### Can an agent call Hyperbolic and Lambda Cloud without installing anything?

Yes. Hyperbolic has a hosted endpoint at https://api.hyperbolic.ai and Lambda Cloud at https://cloud.lambda.ai/api/v1.


## For agents

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

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