In the October 2026 Edition, 205 of the 252 answers collected in the one category where Brightfin holds a standing named it neither as a first choice nor as an alternative. These are the products those answers put first, category by category and buyer by buyer. The output is the models' output.
Seventy-three of the eighty-four answers did not name Brightfin; it was the first choice in one. The first choices in those seventy-three answers, twenty-six products in all, the eight most named:
Seventy-two of the eighty-four answers did not name Brightfin; it was the first choice in two. The first choices in those seventy-two answers, twenty-one products in all, the eight most named:
Sixty of the eighty-four answers did not name Brightfin; it was the first choice in three. The first choices in those sixty answers, fourteen products in all, the eight most named:
A category is asked six ways of each of fourteen models on behalf of each buyer segment, so a segment is eighty-four answers. An answer belongs on this page when the judge labeled Brightfin neither its first choice nor an alternative in it; the products listed are the first choices those answers made, counted once per answer. An answer that named nothing first, or named Brightfin only in passing, is in the denominator and adds to no product. The counts are not the category standing, which is on the category page with its share and rank; they are the same record read from Brightfin's side.
Every answer and every label behind these figures is in the record, sent on request. The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Brightfin was named by a model, not endorsed by anyone.