Every category where a model named Zoho Analytics for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant
Dashboards and data visualization	GTM data and infrastructure	2%	6 of 73	6%	18	accepted challenger
Customer intelligence and data science	GTM data and infrastructure	2%	26 of 158	0%	1	under 10 labels · led by Google Analytics 4 at 16%

Movement

This is the first edition on this tier, so no move can be computed for Zoho Analytics yet. The next is due October 1, 2026. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Zoho Analytics across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	2	0	1	0	3
GPT-5.4 mini	0	0	0	0	0
Gemini 3.5 Flash	0	0	0	0	0
Perplexity Sonar	0	1	0	0	1
Grok 4.1 Fast	0	2	0	0	2
Mistral Small	0	0	2	0	2
DeepSeek V4 Flash	0	1	1	0	2
Llama 4 Maverick	0	1	1	0	2
Qwen 3.7 Flash	0	3	0	0	3
Kimi K2	0	1	0	1	2
GLM 4.7 FlashX	0	1	0	0	1
MiniMax M2.5	0	1	0	0	1

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.

FramingLabels by classFirst choices

Direct14 labels8

Paraphrase10 labels3

Comparative17 labels3not counted in share

Budget-constrained19 labels5

Scale-constrained4 labels2

Negative8 labelsNone

First choiceAlternativeMentionNegative72 labels in all, every segment counted; 18 of the 21 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

Verbatim evidence the judge attached to positive labels.

“an affordable, self-service BI and data analytics platform ... at a price point that makes enterprise tools look unreasonable” Claude Haiku 4.5 · Customer intel · budget prompt · first choice

“Zoho Analytics, Microsoft Power BI, and Metabase offer the best balance of cost and capability” Claude Haiku 4.5 · BI & dashboards · direct prompt · first choice

“For small businesses: Zoho Analytics provides the best balance of features and cost with a generous free tier.” MiniMax M2.5 · BI & dashboards · budget prompt · alternative

“affordable (from ~$25/mo), AI-powered, and excellent for mixed tech stacks with limited dedicated BI staff” DeepSeek V4 Flash · BI & dashboards · direct prompt · alternative

And against it

Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.

“Performance dips above 10M rows; limited enterprise scalability” Kimi K2 · BI & dashboards · negative prompt · soft negative

Named alongside

The products named in the same answers as Zoho Analytics, over the 72 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Analytics was named but was not.

ProductSame answerTook the first choice insteadHead to head

Microsoft Power BI64 of 7227Not in the top three

Looker Studio55 of 7221Not in the top three

Tableau48 of 722Not in the top three

Metabase47 of 726Not in the top three

Looker26 of 720Not in the top three

Domo22 of 720Not in the top three

Sisense16 of 720Not in the top three

ThoughtSpot16 of 720Not in the top three

Qlik Sense14 of 720Not in the top three

Qlik7 of 720Not in the top three

A head-to-head page exists where both products are in a category's top three. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Zoho Analytics. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 15 of the 72 answers that named Zoho Analytics and are not a share of its labels.

Domains cited

domo.com9

ovaledge.com6

selecthub.com6

thedigitalprojectmanager.com6

fanruan.com4

ajelix.com3

guideflow.com3

klipfolio.com3

mopinion.com3

proklamate.com3

Forty-six of the forty-six domain citations in answers naming Zoho Analytics came from somebody else's page.

Pages cited

thedigitalprojectmanager.com/tools/business-intelligence-tools6

ovaledge.com/blog-template-test/the-best-business-intelligence-tools-in-2026-compared-and-5

ovaledge.com/blog/business-intelligence-tools4

domo.com/learn/article/small-business-business-intelligence3

guideflow.com/blog/analytics-platforms-drive-roi3

klipfolio.com/blog/cloud-bi-dashboard-tools-small-business3

mopinion.com/business-intelligence-bi-tools-overview3

proklamate.com/blog/tag/choosing+BI+tools+for+small+companies3

Pages are listed as the models cited them.

The company

Zoho Office Suite is the company behind Zoho Analytics.

Website: zoho.com
Headquarters: India, India
Founded: 1996

From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · LinkedIn · Crunchbase

Is this your product?

Claim this page

Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Zoho Analytics's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Zoho Analytics, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at zohoanalytics.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.