One category · what the models named insteadAlternatives to The ROI Shop, as AI models named them
In the November 2026 Edition, 221 of the 252 answers collected in the one category where The ROI Shop 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.
Value selling tools
Seventy-four of the eighty-four answers did not name The ROI Shop; it was the first choice in seven. The first choices in those seventy-four answers, twenty-four products in all, the eight most named:
Seventy-two of the eighty-four answers did not name The ROI Shop; it was the first choice in four. The first choices in those seventy-two answers, twenty products in all, the eight most named:
Seventy-five of the eighty-four answers did not name The ROI Shop; it was the first choice in one. The first choices in those seventy-five answers, twenty 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 The ROI Shop 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 The ROI Shop 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 The ROI Shop's side.
The output is the models' output; nothing here is a recommendation by the index, and a product named instead of The ROI Shop was named by a model, not endorsed by anyone.