Two categories · what the models named insteadAlternatives to Small Improvements, as AI models named them
In the October 2026 Edition, 432 of the 504 answers collected in the two categories where Small Improvements 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.
Performance management
Sixty-eight of the eighty-four answers did not name Small Improvements; it was the first choice in three. The first choices in those sixty-eight answers, sixteen products in all, the eight most named:
Seventy-four of the eighty-four answers did not name Small Improvements; it was the first choice in one. The first choices in those seventy-four answers, eleven products in all, the eight most named:
Eighty-four of the eighty-four answers did not name Small Improvements; it was the first choice in zero. The first choices in those eighty-four answers, thirteen products in all, the eight most named:
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Forty-five of the eighty-four answers did not name Small Improvements; it was the first choice in fourteen. The first choices in those forty-five answers, eleven products in all, the eight most named:
Seventy-seven of the eighty-four answers did not name Small Improvements; it was the first choice in zero. The first choices in those seventy-seven answers, fifteen products in all, the eight most named:
Eighty-four of the eighty-four answers did not name Small Improvements; it was the first choice in zero. The first choices in those eighty-four answers, seventeen products in all, the eight most named:
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 Small Improvements 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 Small Improvements 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 Small Improvements'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 Small Improvements was named by a model, not endorsed by anyone.