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Index › Products › Zoho Analytics › Alternatives · October 2026 Edition
One category · what the models named instead

Alternatives to Zoho Analytics, as AI models named them

In the October 2026 Edition, 219 of the 252 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.

Named instead, most often
First choices in the 219 answers that did not name Zoho Analytics, every category and segment above added together; a product can be counted in several. Each category below keeps its own denominator.

Embedded analytics

Data platform. Six framings, fourteen models, one answer each per buyer segment; an answer counts here when Zoho Analytics is not its first choice or an alternative in it.
Small businessZoho Analytics is #5 of 17 here at 4% of first choices, 25 labels.

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

Metabase22 of 61
Luzmo10 of 61
Explo3 of 61
Draxlr2 of 61
Embeddable2 of 61
Cube.dev1 of 61
GoodData1 of 61
10 more in the record.The full small business standing →
Mid-marketZoho Analytics is #13 of 19 here at 0% of first choices, 11 labels.

Seventy-seven of the eighty-four answers did not name Zoho Analytics; it was the first choice in zero. The first choices in those seventy-seven answers, twenty-four products in all, the eight most named:

Metabase10 of 77
Sisense10 of 77
Luzmo7 of 77
Explo6 of 77
Cube5 of 77
Omni4 of 77
Draxlr3 of 77
16 more in the record.The full mid-market standing →
EnterpriseZoho Analytics holds 4 labels here, under the 10-label cutoff, so it is unranked.

Eighty-one of the eighty-four answers did not name Zoho Analytics; it was the first choice in zero. The first choices in those eighty-one answers, twenty products in all, the eight most named:

GoodData13 of 81
Looker8 of 81
Embeddable7 of 81
Sisense7 of 81
Omni4 of 81
Qrvey3 of 81
12 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 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 behind these figures is in the record, sent on request. 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.