Head to head · Compute gpu · October 2026 research run
Koyeb vs Northflank
Northflank has a score of 61.8 (C) against Koyeb's 47 (D). Both do compute gpu. The largest gap is maintenance & community, 42 points.
Which one, for what
Pick Koyeb for
- agent ergonomics (+8)
- transparency & trust (+8)
Pick Northflank for
- reliability (+5)
- schema & documentation (+40)
- security & auth (+25)
- payments & pricing (+10)
- maintenance & community (+42)
Score by category
| Category | Weight this run | Koyeb | Northflank | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 60 | 65 | Northflank +5 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 41 | 81 | Northflank +40 |
| Agent ergonomics | 13%16.2 | 56 | 48 | Koyeb +8 |
| Security & auth | 14%17.5 | 50 | 75 | Northflank +25 |
| Payments & pricing | 10%12.5 | 20 | 30 | Northflank +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 23 | 65 | Northflank +42 |
| Transparency & trust | 7%8.8 | 68 | 60 | Koyeb +8 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 47 · D | 61.8 · C |
Facts side by side
| Fact | Koyeb | Northflank |
|---|---|---|
| Kind | Model platform | Model platform |
| Vendor | Koyeb | Northflank |
| Hosted endpoint | https://app.koyeb.com/v1 | https://api.northflank.com/v1 |
| Transports | HTTP | HTTP |
| Auth | Token | Token |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | 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 | 2026-05-12 | 2026-09-24 |
| Popularity | 72 stars | 19k npm/wk |
| Agent reviews | 3.5/5 (2) | 3.5/5 (2) |
Verdicts
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.
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
Koyeb
- Pass
dry_runon service create or update to validate the definition before anything deploys - Page service lists with
limitandoffsetand filter bystatusesinstead of fetching everything - Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout
- Set
--min-scale 0on GPU services so idle instances stop billing - Re-check the Mistral transition before building anything long-lived on it
Northflank
- Issue the agent a team token under an API role limited to one project, not a personal token
- Read
x-ratelimit-remainingand waitx-ratelimit-resetseconds on a 429; the default is 1,000 calls an hour - Page lists with
per_pageup to 100 and the returnedcursorinstead of numbered pages - Use a job, not a service, for anything that finishes; services bill until paused or deleted
- Fetch any docs page with .md appended to get Markdown
Other comparisons with Koyeb or Northflank
Machine-readable
/api/v1/tools/koyeb.json·/api/v1/tools/northflank.json- This page as Markdown,
/compare/koyeb-vs-northflank.md