In the November 2026 Edition, 960 of the 1,260 answers collected in the five categories where Tipalti 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.
Eighty of the eighty-four answers did not name Tipalti; it was the first choice in zero. The first choices in those eighty answers, fifteen products in all, the eight most named:
Fifty-four of the eighty-four answers did not name Tipalti; it was the first choice in fourteen. The first choices in those fifty-four answers, eleven products in all, the eight most named:
Thirty-two of the eighty-four answers did not name Tipalti; it was the first choice in thirty-two. The first choices in those thirty-two answers, seven products in all:
Eighty of the eighty-four answers did not name Tipalti; it was the first choice in zero. The first choices in those eighty answers, ten products in all, the eight most named:
Fifty-three of the eighty-four answers did not name Tipalti; it was the first choice in four. The first choices in those fifty-three answers, twelve products in all, the eight most named:
Thirty-five of the eighty-four answers did not name Tipalti; it was the first choice in twenty-one. The first choices in those thirty-five answers, six products in all:
Seventy-one of the eighty-four answers did not name Tipalti; it was the first choice in one. The first choices in those seventy-one answers, ten products in all, the eight most named:
Forty-nine of the eighty-four answers did not name Tipalti; it was the first choice in three. The first choices in those forty-nine answers, eight products in all:
Thirty-eight of the eighty-four answers did not name Tipalti; it was the first choice in sixteen. The first choices in those thirty-eight answers, nine products in all, the eight most named:
Eighty-one of the eighty-four answers did not name Tipalti; it was the first choice in zero. The first choices in those eighty-one answers, seventeen products in all, the eight most named:
Seventy of the eighty-four answers did not name Tipalti; it was the first choice in one. The first choices in those seventy answers, eleven products in all, the eight most named:
Seventy of the eighty-four answers did not name Tipalti; it was the first choice in two. The first choices in those seventy answers, thirteen products in all, the eight most named:
Eighty-two of the eighty-four answers did not name Tipalti; it was the first choice in zero. The first choices in those eighty-two answers, eighteen products in all, the eight most named:
Eighty-one of the eighty-four answers did not name Tipalti; it was the first choice in zero. The first choices in those eighty-one answers, thirteen products in all, the eight most named:
Eighty-four of the eighty-four answers did not name Tipalti; it was the first choice in zero. The first choices in those eighty-four answers, nine 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 Tipalti 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 Tipalti 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 Tipalti's side.
The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Tipalti was named by a model, not endorsed by anyone.