Index › IT › Products › Soda › Alternatives · November 2026 Edition
One category · what the models named instead

Alternatives to Soda, as AI models named them

In the November 2026 Edition, 161 of the 252 answers collected in the one category where Soda 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.

Named instead, most often
First choices in the 161 answers that did not name Soda, every category and segment above added together; a product can be counted in several. Each category below keeps its own denominator.

Data quality and observability

Data platform. Six framings, fourteen models, one answer each per buyer segment; an answer counts here when Soda is not its first choice or an alternative in it.
Small businessSoda is #2 of 11 here at 13% of first choices, 52 labels.

Forty-three of the eighty-four answers did not name Soda; it was the first choice in twenty-one. The first choices in those forty-three answers, thirteen products in all, the eight most named:

5 more in the record.The full small business standing →
Mid-marketSoda is #3 of 14 here at 10% of first choices, 46 labels.

Fifty-three of the eighty-four answers did not name Soda; it was the first choice in five. The first choices in those fifty-three answers, eighteen products in all, the eight most named:

10 more in the record.The full mid-market standing →
EnterpriseSoda is #8 of 15 here at 0% of first choices, 33 labels.

Sixty-five of the eighty-four answers did not name Soda; it was the first choice in one. The first choices in those sixty-five answers, fourteen products in all, the eight most named:

6 more in the record.The full enterprise standing →

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 Soda 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 Soda 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 Soda's side.

The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Soda was named by a model, not endorsed by anyone.