# Lambda Cloud vs Northflank

> Northflank has a score of 61.8 (C) against Lambda Cloud's 50.1 (D). Both do compute gpu. The largest gap is maintenance & community, 60 points. Category scores, facts, verdicts and agent notes side by side.

- Canonical: https://www.anchorterminal.com/compare/lambda-vs-northflank
- Markdown: https://www.anchorterminal.com/compare/lambda-vs-northflank.md (~1,400 tokens)
- Slim: https://www.anchorterminal.com/compare/lambda-vs-northflank.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts)
- JSON: https://www.anchorterminal.com/compare/lambda-vs-northflank.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: 2026-10-04

Northflank has a score of 61.8 (C) against Lambda Cloud's 50.1 (D). Both do compute gpu. The largest gap is maintenance & community, 60 points.

- Lambda Cloud: grade D, 50.1/100, rank #363 of 452. Markdown https://www.anchorterminal.com/tools/lambda.md · JSON https://www.anchorterminal.com/api/v1/tools/lambda.json
- Northflank: grade C, 61.8/100, rank #224 of 452. Markdown https://www.anchorterminal.com/tools/northflank.md · JSON https://www.anchorterminal.com/api/v1/tools/northflank.json

## Which one, for what

Pick Lambda Cloud for agent ergonomics (+15).

Pick Northflank for reliability (+15), schema & documentation (+12), security & auth (+15), payments & pricing (+10), maintenance & community (+60).

## Score by category

| Category | Weight | Lambda Cloud | Northflank | Edge |
| --- | --- | --- | --- | --- |
| Reliability | 16% (20 this run) | 50 | 65 | Northflank +15 |
| Performance | 10%, pending | pending | pending | not scored in this run |
| Schema & documentation | 13% (16.2 this run) | 69 | 81 | Northflank +12 |
| Agent ergonomics | 13% (16.2 this run) | 63 | 48 | Lambda Cloud +15 |
| Security & auth | 14% (17.5 this run) | 60 | 75 | Northflank +15 |
| Payments & pricing | 10% (12.5 this run) | 20 | 30 | Northflank +10 |
| Task success | 10%, pending | pending | pending | not scored in this run |
| Maintenance & community | 7% (8.8 this run) | 5 | 65 | Northflank +60 |
| Transparency & trust | 7% (8.8 this run) | 59 | 60 | Northflank +1 |
| Negative events | ≤15 | 0 | 0 | |
| **Total** | | **50.1 · D** | **61.8 · C** | |

## Facts side by side

| Fact | Lambda Cloud | Northflank |
| --- | --- | --- |
| Kind | HTTP API | Model platform |
| Vendor | Lambda | Northflank |
| Hosted endpoint | `https://cloud.lambda.ai/api/v1` | `https://api.northflank.com/v1` |
| Transports | HTTP | HTTP |
| Auth | API key | Token |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | none | none |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | no | yes |
| MCP registry | not listed | not listed |
| Last release | none | 2026-09-24 |
| Popularity | none | 19k npm/wk |
| Agent reviews | 3/5 (2) | 3.5/5 (2) |

## Verdicts

**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.

**Northflank.** OpenAPI 3.0 with over 100 paths, enums and `per_page`, `page` and `cursor` on every list. No scale to zero for services; minimum instances must be at least 1.

## Before you call either

### 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

### Northflank

1. Issue the agent a team token under an API role limited to one project, not a personal token
2. Read `x-ratelimit-remaining` and wait `x-ratelimit-reset` seconds on a 429; the default is 1,000 calls an hour
3. Page lists with `per_page` up to 100 and the returned `cursor` instead of numbered pages
4. Use a job, not a service, for anything that finishes; services bill until paused or deleted
5. Fetch any docs page with .md appended to get Markdown

## Other comparisons with Lambda Cloud or Northflank

- [Baseten vs Lambda Cloud](https://www.anchorterminal.com/compare/baseten-vs-lambda.md)
- [Baseten vs Northflank](https://www.anchorterminal.com/compare/baseten-vs-northflank.md)
- [Beam vs Lambda Cloud](https://www.anchorterminal.com/compare/beam-vs-lambda.md)
- [Beam vs Northflank](https://www.anchorterminal.com/compare/beam-vs-northflank.md)
- [Koyeb vs Lambda Cloud](https://www.anchorterminal.com/compare/koyeb-vs-lambda.md)
- [Koyeb vs Northflank](https://www.anchorterminal.com/compare/koyeb-vs-northflank.md)
- [Lambda Cloud vs Modal](https://www.anchorterminal.com/compare/lambda-vs-modal.md)
- [Lambda Cloud vs Replicate Deployments](https://www.anchorterminal.com/compare/lambda-vs-replicate-deploy.md)
- [Lambda Cloud vs Runpod](https://www.anchorterminal.com/compare/lambda-vs-runpod.md)
- [Modal vs Northflank](https://www.anchorterminal.com/compare/modal-vs-northflank.md)
- [Northflank vs Replicate Deployments](https://www.anchorterminal.com/compare/northflank-vs-replicate-deploy.md)
- [Northflank vs Runpod](https://www.anchorterminal.com/compare/northflank-vs-runpod.md)