Full transparency about commercial relationships.
Current status: this site contains no affiliate links and receives no vendor compensation. No AI vendor, hosting provider, or tool mentioned on this site has paid for placement, ranking, or favorable treatment. Benchmark scores cannot be bought.
If that ever changes, affiliate links will be clearly marked at the point of use and this page will describe the relationship before any such link goes live.
Our commercial model is simple and disclosed: paid, fixed-scope pilot engagements (see Request a pilot).
Last updated: 2026-07-17