One category · what the models named insteadAlternatives to Zoho Analytics, as AI models named them
In the September 2026 Edition, 164 of the 216 answers collected in the one category where Zoho Analytics 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.
Dashboards and data visualization
Thirty-three of the seventy-two answers did not name Zoho Analytics; it was the first choice in eighteen. The first choices in those thirty-three answers, four products in all:
Sixty of the seventy-two answers did not name Zoho Analytics; it was the first choice in one. The first choices in those sixty answers, seven products in all:
Seventy-one of the seventy-two answers did not name Zoho Analytics; it was the first choice in zero. The first choices in those seventy-one answers, nine 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 Zoho Analytics 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 Zoho Analytics 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 Zoho Analytics'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 Zoho Analytics was named by a model, not endorsed by anyone.