Three categories · what the models named insteadAlternatives to Ivalua, as AI models named them
In the October 2026 Edition, 625 of the 756 answers collected in the three categories where Ivalua 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.
Strategic sourcing
Eighty-four of the eighty-four answers did not name Ivalua; it was the first choice in zero. The first choices in those eighty-four answers, thirty-one products in all, the eight most named:
Seventy-seven of the eighty-four answers did not name Ivalua; it was the first choice in two. The first choices in those seventy-seven answers, twenty products in all, the eight most named:
Forty-four of the eighty-four answers did not name Ivalua; it was the first choice in eleven. The first choices in those forty-four answers, five products in all:
The full enterprise standing →
Supplier management
Eighty-three of the eighty-four answers did not name Ivalua; it was the first choice in zero. The first choices in those eighty-three answers, twenty products in all, the eight most named:
Seventy-two of the eighty-four answers did not name Ivalua; it was the first choice in four. The first choices in those seventy-two answers, twenty-five products in all, the eight most named:
Fifty-seven of the eighty-four answers did not name Ivalua; it was the first choice in ten. The first choices in those fifty-seven answers, thirteen products in all, the eight most named:
Procure-to-pay
Eighty-four of the eighty-four answers did not name Ivalua; it was the first choice in zero. The first choices in those eighty-four answers, sixteen products in all, the eight most named:
Seventy-four of the eighty-four answers did not name Ivalua; it was the first choice in one. The first choices in those seventy-four answers, sixteen products in all, the eight most named:
Fifty of the eighty-four answers did not name Ivalua; it was the first choice in five. The first choices in those fifty answers, eight products in all:
How to read this
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 Ivalua 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 Ivalua 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 Ivalua'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 Ivalua was named by a model, not endorsed by anyone.