One category · what the models named insteadAlternatives to Spotnana, as AI models named them
In the October 2026 Edition, 238 of the 252 answers collected in the one category where Spotnana 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.
Corporate travel management
Eighty-three of the eighty-four answers did not name Spotnana; it was the first choice in zero. The first choices in those eighty-three answers, nine products in all, the eight most named:
Seventy-eight of the eighty-four answers did not name Spotnana; it was the first choice in zero. The first choices in those seventy-eight answers, ten products in all, the eight most named:
Seventy-seven of the eighty-four answers did not name Spotnana; it was the first choice in one. The first choices in those seventy-seven 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 Spotnana 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 Spotnana 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 Spotnana'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 Spotnana was named by a model, not endorsed by anyone.