Five categories · what the models named insteadAlternatives to Google Analytics 4, as AI models named them
In the November 2026 Edition, 997 of the 1,260 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.
Gane, the publisher, sells software in Attribution & MMM, where this product is measured. It is measured there by the same method as every other product. How the conflict is handled.
Web analytics
Twenty-six of the eighty-four answers did not name Google Analytics 4; it was the first choice in forty-four. The first choices in those twenty-six answers, ten products in all, the eight most named:
Thirty-six of the eighty-four answers did not name Google Analytics 4; it was the first choice in forty-two. The first choices in those thirty-six answers, fourteen products in all, the eight most named:
Sixty-five of the eighty-four answers did not name Google Analytics 4; it was the first choice in six. The first choices in those sixty-five answers, eleven products in all, the eight most named:
Attribution and marketing mix modeling
Forty-seven of the eighty-four answers did not name Google Analytics 4; it was the first choice in nineteen. The first choices in those forty-seven answers, seventeen products in all, the eight most named:
Seventy-two of the eighty-four answers did not name Google Analytics 4; it was the first choice in seven. The first choices in those seventy-two answers, eighteen products in all, the eight most named:
Eighty-four of the eighty-four answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those eighty-four answers, twenty-six products in all, the eight most named:
Customer intelligence and data science
Fifty-eight of the eighty-four answers did not name Google Analytics 4; it was the first choice in thirteen. The first choices in those fifty-eight answers, fourteen products in all, the eight most named:
Sixty-four of the eighty-four answers did not name Google Analytics 4; it was the first choice in seven. The first choices in those sixty-four answers, twenty-two products in all, the eight most named:
Eighty-three of the eighty-four answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those eighty-three answers, twenty-four products in all, the eight most named:
Audience and consumer insights platforms
Sixty-one of the eighty-four answers did not name Google Analytics 4; it was the first choice in two. The first choices in those sixty-one answers, twenty products in all, the eight most named:
Seventy-five of the eighty-four answers did not name Google Analytics 4; it was the first choice in three. The first choices in those seventy-five answers, twenty-four products in all, the eight most named:
Eighty-four of the eighty-four answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those eighty-four answers, nineteen products in all, the eight most named:
Product analytics
Seventy-seven of the eighty-four answers did not name Google Analytics 4; it was the first choice in two. The first choices in those seventy-seven answers, six products in all:
The full small business standing →
Eighty-one of the eighty-four answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those eighty-one answers, five products in all:
The full mid-market standing →
Eighty-four of the eighty-four answers did not name Google Analytics 4; it was the first choice in zero. The first choices in those eighty-four answers, six products in all:
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 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.
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.