Ranking notes

Why one business sits higher

The blog follows French businesses inside AI best-of, top-X, and comparison answers. Each week I publish one long field note on why a business was included, excluded, moved up, or pushed down. Each month I add a shorter ranking teardown. Articles end with “The Last Seat Note”: the current seat, the rival pressure, the weak public signal, and one sentence that should exist before the next re-check.