Five categories · what the models named insteadAlternatives to Google Analytics 4, as AI models named them
In the September 2026 Edition, 954 of the 1,080 answers collected in the five categories where Google Analytics 4 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.
Customer intelligence and data science
Forty-five of the seventy-two answers did not name Google Analytics 4; it was the first choice in twelve. The first choices in those forty-five answers, fifteen products in all, the eight most named:
Fifty-six of the seventy-two answers did not name Google Analytics 4; it was the first choice in eight. The first choices in those fifty-six answers, twenty-four products in all, the eight most named:
Seventy-two of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those seventy-two answers, twenty-six products in all, the eight most named:
Attribution and marketing mix modeling
Forty-seven of the seventy-two answers did not name Google Analytics 4; it was the first choice in seventeen. The first choices in those forty-seven answers, twenty-three products in all, the eight most named:
Sixty of the seventy-two answers did not name Google Analytics 4; it was the first choice in nine. The first choices in those sixty answers, twenty-three products in all, the eight most named:
Seventy-two of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those seventy-two answers, twenty-eight products in all, the eight most named:
Product analytics
Fifty-three of the seventy-two answers did not name Google Analytics 4; it was the first choice in three. The first choices in those fifty-three answers, five products in all:
Sixty-seven of the seventy-two answers did not name Google Analytics 4; it was the first choice in one. The first choices in those sixty-seven answers, eight products in all:
Seventy-two of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those seventy-two answers, nine products in all, the eight most named:
SEO and content optimization platforms
Sixty-five of the seventy-two answers did not name Google Analytics 4; it was the first choice in one. The first choices in those sixty-five answers, eleven products in all, the eight most named:
Sixty-nine of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those sixty-nine answers, eighteen products in all, the eight most named:
Seventy-two of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those seventy-two answers, fifteen products in all, the eight most named:
Content marketing platforms
Sixty-six of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those sixty-six answers, twenty-two products in all, the eight most named:
Sixty-six of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those sixty-six answers, twelve products in all, the eight most named:
Seventy-two of the seventy-two answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those seventy-two answers, twenty-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 Google Analytics 4 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 Google Analytics 4 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 Google Analytics 4'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 Google Analytics 4 was named by a model, not endorsed by anyone.