Alternatives to Confident AI
Other LLM tooling and evaluation vendors we measure, sorted by how much they publish that Confident AI does not. This is a comparison of disclosure, not of features or fitness.
12 shown of 27 that differ from Confident AI on at least one criterion we measured for both. Public transparency score, not a product or security rating.
Confident AI has 7 gaps in what we could measure: Subprocessor list, Status page with history, Certifications named, Uptime SLA with a figure, No third-party tracking before consent, security.txt (RFC 9116), Notice before subprocessors change. The column “publishes and Confident AI does not” is the one that closes them.
| Vendor | Score | Publishes, and Confident AI does not | Confident AI publishes, and they do not | |
|---|---|---|---|---|
| Langfuselangfuse.com | 74/100 | 3 Subprocessor list, Certifications named, Notice before subprocessors change | nothing | Compare |
| Openlayeropenlayer.com | 48/100 | 2 Certifications named, Notice before subprocessors change | 2 Public pricing, Named privacy contact | Compare |
| Fiddlerfiddler.ai | 43/100 | 2 Certifications named, Notice before subprocessors change | 2 Data location stated, Named privacy contact | Compare |
| HiddenLayerhiddenlayer.com | 39/100 | 2 Certifications named, Notice before subprocessors change | 2 Data processing agreement, Public pricing | Compare |
| Lakeralakera.ai | 35/100 | 2 Status page with history, Certifications named | 2 Data processing agreement, Data location stated | Compare |
| Arizearize.com | 39/100 | 1 Certifications named | 1 Data processing agreement | Compare |
| Braintrustbraintrust.dev | 39/100 | 1 Notice before subprocessors change | 2 Data location stated, Named privacy contact | Compare |
| Lunarylunary.ai | 39/100 | 1 Notice before subprocessors change | 2 Data location stated, Named privacy contact | Compare |
| Freeplayfreeplay.ai | 17/100 | 1 Status page with history | 4 Data processing agreement, Data location stated, Public pricing, +1 | Compare |
| LastMile AIlastmileai.dev | 17/100 | 1 No third-party tracking before consent | 4 Data processing agreement, Data location stated, Public pricing, +1 | Compare |
| Giskardgiskard.ai | 13/100 | 1 Certifications named | 4 Data processing agreement, Data location stated, Public pricing, +1 | Compare |
| Guardrails AIguardrailsai.com | 13/100 | 1 Certifications named | 4 Data processing agreement, Data location stated, Public pricing, +1 | 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.