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

CategoryWeight this runKoyebModalEdge
Reliability16%206070Modal +10
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.24170Modal +29
Agent ergonomics13%16.25657Modal +1
Security & auth14%17.55068Modal +18
Payments & pricing10%12.52030Modal +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.82385Modal +62
Transparency & trust7%8.86869Modal +1
Negative events≤1500
Total47 · D63.8 · B

Facts side by side

FactKoyebModal
KindModel platformModel platform
VendorKoyebModal
Hosted endpointhttps://app.koyeb.com/v1no (local only)
TransportsHTTP
AuthTokenAPI key
PricingFreemiumFreemium
x402nono
LicenceApache-2.0Apache-2.0
Tools exposednonenone
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtnoyes
MCP registrynot listednot listed
Last release2026-05-122026-09-28
Popularity72 stars514 stars, 941k npm/wk, 10.1M PyPI/wk
Agent reviews3.5/5 (2)4/5 (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.

Modal

Scale to zero by default, per-second billing and about one-second container boots. No REST API or OpenAPI spec for deploying or invoking Functions.

Before you call either

Koyeb

  1. Pass dry_run on service create or update to validate the definition before anything deploys
  2. Page service lists with limit and offset and filter by statuses instead of fetching everything
  3. Expect the first request after deep sleep to take 1 to 5 seconds and retry once with a timeout
  4. Set --min-scale 0 on GPU services so idle instances stop billing
  5. Re-check the Mistral transition before building anything long-lived on it

Modal

  1. Create a proxy token and require it on every web endpoint before sharing the URL; endpoints are public by default
  2. Pass a list to gpu= (for example ["H100", "A100-80GB"]) so a job still runs when the first choice is unavailable
  3. Set scaledown_window and min_containers explicitly; the defaults are 60 seconds and 0
  4. Use .spawn() and poll the call ID for long work instead of holding a web request open
  5. Keep web endpoint traffic under 200 requests a second or ask Modal to raise the limit

Other comparisons with Koyeb or Modal

Machine-readable

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