Transparency alternatives to ZenML
Other MLOps and model serving vendors we measure, sorted by how much they publish that ZenML does not. This is a comparison of disclosure, not of features or fitness.
12 shown of 35 that differ from ZenML on at least one criterion we measured for both. Public transparency score, not a product or security rating.
ZenML has 10 gaps in what we could measure: Data processing agreement, Subprocessor list, Data location stated, Certifications named, Uptime SLA with a figure, HTTPS enforced with HSTS, No third-party tracking before consent, security.txt (RFC 9116), Notice before subprocessors change, Named privacy contact. The column “publishes and ZenML does not” is the one that closes them.
| Vendor | Score | Publishes, and ZenML does not | ZenML publishes, and they do not | |
|---|---|---|---|---|
| RunPodrunpod.io | 52/100 | 6 Data processing agreement, Certifications named, HTTPS enforced with HSTS, +3 | 1 Status page with history | Compare |
| Vast.aivast.ai | 52/100 | 5 Data processing agreement, Data location stated, Certifications named, +2 | 1 Status page with history | Compare |
| Anyscaleanyscale.com | 48/100 | 5 Data processing agreement, Certifications named, HTTPS enforced with HSTS, +2 | 1 Status page with history | Compare |
| H2O.aih2o.ai | 39/100 | 5 Data processing agreement, Certifications named, HTTPS enforced with HSTS, +2 | 2 Status page with history, Public pricing | Compare |
| Basetenbaseten.co | 52/100 | 4 Data processing agreement, HTTPS enforced with HSTS, Notice before subprocessors change, +1 | nothing | Compare |
| Unionunion.ai | 39/100 | 4 Data location stated, Certifications named, Uptime SLA with a figure, +1 | 1 Status page with history | Compare |
| Nebiusnebius.com | 30/100 | 4 Certifications named, HTTPS enforced with HSTS, security.txt (RFC 9116), +1 | 1 Public pricing | Compare |
| Paperspacepaperspace.com | 43/100 | 3 Data location stated, Certifications named, HTTPS enforced with HSTS | nothing | Compare |
| Modalmodal.com | 39/100 | 3 Data processing agreement, HTTPS enforced with HSTS, Notice before subprocessors change | 1 Status page with history | Compare |
| Dataikudataiku.com | 26/100 | 3 Data processing agreement, HTTPS enforced with HSTS, security.txt (RFC 9116) | 2 Status page with history, Public pricing | Compare |
| Superwisesuperwise.ai | 26/100 | 3 Certifications named, HTTPS enforced with HSTS, Named privacy contact | 1 Status page with history | Compare |
| Lambdalambdalabs.com | 17/100 | 3 HTTPS enforced with HSTS, security.txt (RFC 9116), Named privacy contact | 2 Status page with history, Public pricing | Compare |
Only criteria we could measure for both are counted. Where we could measure one and not the other, the row is silent: that would be a statement about our measurement, not about either vendor. Every single result with its source is on the two profiles.