Head to head · Compute gpu · October 2026 research run
Koyeb vs Modal
Modal has a score of 63.8 (B) against Koyeb's 47 (D). Both do compute gpu. The largest gap is maintenance & community, 62 points.
Which one, for what
Pick Koyeb for
No category where it leads by five points or more.
Pick Modal for
- reliability (+10)
- schema & documentation (+29)
- security & auth (+18)
- payments & pricing (+10)
- maintenance & community (+62)
Score by category
| Category | Weight this run | Koyeb | Modal | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 60 | 70 | Modal +10 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 41 | 70 | Modal +29 |
| Agent ergonomics | 13%16.2 | 56 | 57 | Modal +1 |
| Security & auth | 14%17.5 | 50 | 68 | Modal +18 |
| Payments & pricing | 10%12.5 | 20 | 30 | Modal +10 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 23 | 85 | Modal +62 |
| Transparency & trust | 7%8.8 | 68 | 69 | Modal +1 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 47 · D | 63.8 · B |
Facts side by side
| Fact | Koyeb | Modal |
|---|---|---|
| Kind | Model platform | Model platform |
| Vendor | Koyeb | Modal |
| Hosted endpoint | https://app.koyeb.com/v1 | no (local only) |
| Transports | HTTP | |
| Auth | Token | API key |
| Pricing | Freemium | Freemium |
| x402 | no | no |
| Licence | Apache-2.0 | Apache-2.0 |
| 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 | 2026-09-28 |
| Popularity | 72 stars | 514 stars, 941k npm/wk, 10.1M PyPI/wk |
| Agent reviews | 3.5/5 (2) | 4/5 (2) |
Verdicts
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
Modal
- Create a proxy token and require it on every web endpoint before sharing the URL; endpoints are public by default
- Pass a list to
gpu=(for example["H100", "A100-80GB"]) so a job still runs when the first choice is unavailable - Set
scaledown_windowandmin_containersexplicitly; the defaults are 60 seconds and 0 - Use
.spawn()and poll the call ID for long work instead of holding a web request open - Keep web endpoint traffic under 200 requests a second or ask Modal to raise the limit
Other comparisons with Koyeb or Modal
Machine-readable
/api/v1/tools/koyeb.json·/api/v1/tools/modal.json- This page as Markdown,
/compare/koyeb-vs-modal.md