One thing that became clear from the comments is that people care a lot about whether the data is measurable and transparent, not just shown as a final score.
OkkMax is a review and monitoring platform for AI API proxy services. The goal is to make this space more transparent, because many providers look similar on the surface, but the real experience can vary a lot.
OkkMax helps developers find reliable AI API proxy services. We track model purity, uptime, latency, and real user reviews, so users can compare providers with more transparent data. Part of the project is open source to make the methodology easier to inspect and improve.