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Index › Products › Zoho Analytics · October 2026 Edition
Zoho · 2 categories · Named, not ranked

Zoho Analytics

6Judge labels
0First choices
0Negative labels
6 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
2 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Zoho Analytics was named 2 times in Compensation benchmarkin and 1 other category, where Pave led with 19%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
In compensation benchmarkin · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

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.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Compensation benchmarking dataCompensation and total rewards0%122 of 1480%1under 10 labels · led by Pave at 19%newNew since September 2026: not ranked then, 0% now.
People analyticsWorkforce planning and analytics0%58 of 1140%1under 10 labels · led by Crunchr at 22%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.

Movement

Since September 2026, Zoho Analytics held within the floor in all two categories: no change cleared 13 points.

Best category · Compensation benchmarkin · by segment

Small businessgoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 13 pointsNot ranked
Mid-marketnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 111 of 138, unchanged

All categories · Mid-market

CategorySeptember 2026NowChangeReadingRank
Compensation benchmarkin0%0%newNew since September 2026: not ranked then, 0% now.New this editionRank 122 of 148, unchanged
People analytics0%0%=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Within noiseRank 72 → 58 of 114

Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.

The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions

By model

How each model treated Zoho Analytics across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash01001
Perplexity Sonar00000
Grok 4.1 Fast00000
Mistral Small00000
DeepSeek V4 Flash00101
Llama 4 Maverick00000
Qwen 3.7 Flash00000
Kimi K200000
GLM 4.7 FlashX00000
MiniMax M2.500000
GPT-6 Luna00000
Muse Glimmer 30B00000

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
Direct1 labelNone
Paraphrase0 labelsNone
Comparative1 labelNone
Budget-constrained4 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative6 labels in all, every segment counted; 0 of the 0 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.

“Zoho Analytics is hands-down the cheapest paid BI platform.” Gemini 3.5 Flash · People analytics · budget 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.

No model argued against it.

Named alongside

The products named in the same answers as Zoho Analytics, over the 6 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.
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ProductSame answerTook the first choice insteadHead to head
ChartHop5 of 61Not among the top eight
One Model4 of 60Not among the top eight
Visier4 of 60Not among the top eight
BambooHR3 of 62Not among the top eight
Microsoft Power BI3 of 61Not among the top eight
Rippling3 of 60Not among the top eight
Looker Studio2 of 62Not among the top eight
Crunchr2 of 60Not among the top eight
Deel HR2 of 60Not among the top eight
Google Data Studio2 of 60Not among the top eight
A head-to-head page exists where both products are among a category's top eight. 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, five of the fourteen in this edition, so these counts come from 6 of the 6 answers that named Zoho Analytics and are not a share of its labels.

Domains cited

firsthr.app4
dupple.com2
effy.ai2
engagedly.com2
hr.university2
ordio.com2
peoplemanagingpeople.com2
personio.com2
selectsoftwarereviews.com2
24marketreports.com1

Twenty-one of the twenty-one domain citations in answers naming Zoho Analytics came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

Where Zoho Analytics stands in Google search beside where it stands in the models' answers.
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In search

Google, US estimates
Searches for its name, Google
2,900 a month (“zoho analytics”)
AI search demand for its name, est.
23 a month
Its own site
It sits on Zoho's site (zoho.com), so there are no site figures for it alone

In answers

This edition
Share of first choices
0%
rank 122 of 148 in compensation benchmarkin
Segment leader
19%
Pave
First choices
0 across its categories
Named in
6 answers
Its own site cited
in 6 of the answers that named it

Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.

Follow Zoho Analytics

An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.

Already following? Everything you follow, with a stop for each.

The company

Zoho is the company behind Zoho Analytics.
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In its own words

Stated by the vendor, not checked
Positioning
Cloud Business Intelligence (BI) Tool for 2026
For
SMBs, Large Enterprises, Developers
Price stated
Start your 15-day free trial. No credit card required zoho.com/analytics/cloud-bi.html
Free plan or trial
15-day free trial zoho.com/analytics/cloud-bi.html
Integrations claimed
500 zoho.com/analytics/cloud-bi.html
Hosting
US data centerUS
Customers named
Versa CreativeLuxerOnePeri CRMAQUAGROUPGroup NishMoises Ochoa, Application Engineer, Cementos ProgresoDaniel Franey, Director and Shareholder, Courier Logistics LimitedFabrication Enterprises Inc
Not stated on the pages read
Certifications

What Zoho Analytics's own pages state, read September 28, 2026: zoho.com/analytics/cloud-bi.html, zoho.com/analytics/dashboards.html, zoho.com/analytics/zoho-sprints.html, zoho.com/analytics/bi-dashboard.html, zoho.com/analytics/zoho-commerce.html. A claimed page can correct any of them.

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.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Zoho Analytics by email, built from the raw record of the edition. It shows:

  • where Zoho Analytics is named, by buyer and by framing, and which cells hold its first choices;
  • the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
  • its vocabulary against the segment leader's, and the pages the models cited;
  • who was chosen in the answers that did not name Zoho Analytics, and every reason the record gives;
  • a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
  • one page of published figures cleared to show a buyer.
The subscriber app

A verification link goes to your work email; an address at zoho.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.