In the November 2026 Edition, 140 of the 252 answers collected in the one category where UpGuard 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.
Thirty-one of the eighty-four answers did not name UpGuard; it was the first choice in thirty-two. The first choices in those thirty-one answers, eight products in all:
Forty-four of the eighty-four answers did not name UpGuard; it was the first choice in twenty-two. The first choices in those forty-four answers, twelve products in all, the eight most named:
Sixty-five of the eighty-four answers did not name UpGuard; it was the first choice in one. The first choices in those sixty-five answers, eighteen 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 UpGuard 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 UpGuard 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 UpGuard's side.
The output is the models' output; nothing here is a recommendation by the index, and a product named instead of UpGuard was named by a model, not endorsed by anyone.