In the November 2026 Edition, 191 of the 252 answers collected in the one category where Cash Flow Frog 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.
Forty-three of the eighty-four answers did not name Cash Flow Frog; it was the first choice in eighteen. The first choices in those forty-three answers, eleven products in all, the eight most named:
Sixty-four of the eighty-four answers did not name Cash Flow Frog; it was the first choice in five. The first choices in those sixty-four answers, fourteen products in all, the eight most named:
Eighty-four of the eighty-four answers did not name Cash Flow Frog; it was the first choice in zero. The first choices in those eighty-four answers, twenty 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 Cash Flow Frog 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 Cash Flow Frog 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 Cash Flow Frog's side.
The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Cash Flow Frog was named by a model, not endorsed by anyone.