In the November 2026 Edition, 65 of the 252 answers collected in the one category where GitLab CI/CD 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.
Thirteen of the eighty-four answers did not name GitLab CI/CD; it was the first choice in nine. The first choices in those thirteen answers, two products in all:
Twenty-seven of the eighty-four answers did not name GitLab CI/CD; it was the first choice in twenty-one. The first choices in those twenty-seven answers, one product in all:
Twenty-five of the eighty-four answers did not name GitLab CI/CD; it was the first choice in thirty-three. The first choices in those twenty-five answers, one product in all:
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 GitLab CI/CD 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 GitLab CI/CD 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 GitLab CI/CD's side.
The output is the models' output; nothing here is a recommendation by the index, and a product named instead of GitLab CI/CD was named by a model, not endorsed by anyone.