Two categories · what the models named insteadAlternatives to Ravio, as AI models named them
In the September 2026 Edition, 352 of the 432 answers collected in the two categories where Ravio 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.
Compensation management
Fifty-three of the seventy-two answers did not name Ravio; it was the first choice in seven. The first choices in those fifty-three answers, twenty-seven products in all, the eight most named:
Fifty-five of the seventy-two answers did not name Ravio; it was the first choice in five. The first choices in those fifty-five answers, thirty products in all, the eight most named:
Sixty-eight of the seventy-two answers did not name Ravio; it was the first choice in zero. The first choices in those sixty-eight answers, thirty-two products in all, the eight most named:
Compensation benchmarking data
Fifty-five of the seventy-two answers did not name Ravio; it was the first choice in two. The first choices in those fifty-five answers, twenty-nine products in all, the eight most named:
Fifty-seven of the seventy-two answers did not name Ravio; it was the first choice in one. The first choices in those fifty-seven answers, twenty products in all, the eight most named:
Sixty-four of the seventy-two answers did not name Ravio; it was the first choice in two. The first choices in those sixty-four answers, twenty-five products in all, the eight most named:
How to read this
A category is asked six ways of each of twelve models on behalf of each buyer segment, so a segment is seventy-two answers. An answer belongs on this page when the judge labeled Ravio 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 Ravio 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 Ravio's side.
Every answer and every label is in the free record. The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Ravio was named by a model, not endorsed by anyone.