Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 12 of 103, unchanged
Zoho · 1 category · RankedZoho Analytics
44Judge labels
2First choices
1Negative labels
14 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
4% in Financial reporting for mid-market buyers
Rank 6 of 105 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 0% of its 16 labels there were negative.
What the models named instead of Zoho Analytics →By buyer segmentRead the same way at every buyer size.
Small business12 of 105
0%18 labels
accepted challenger
Mid-market6 of 105
4%16 labels
accepted challenger
Enterprise39 of 109
0%5 labels
under the label threshold
In financial reporting · 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.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Financial reporting and dashboards | Planning and analysis | 4% | 6 of 105 | 0% | 16 | accepted challenger | ▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Zoho Analytics held within the floor in its one category: no change cleared 10 points.
Best category · Financial reporting · by segment
Mid-market▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
4%from 0% in September 2026
Inside the floor by 6 pointsRank 25 → 5 of 102
EnterprisenewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 33 of 101, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Financial reporting | 0% | 4% | ▲+4Since September 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 25 → 6 of 105 |
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 10 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.ShowHide
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.
ShowHide| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 1 | 0 | 2 |
| Grok 4.1 Fast | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 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
Direct0 labelsNone
Paraphrase9 labels2
Comparative25 labels6not counted in share
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative10 labels1not counted in share
First choiceAlternativeMentionNegative44 labels in all, every segment counted; 2 of the 9 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: Ideal if you need deep drilldown capabilities and scheduled reporting with conditional filters” Mistral Small · Financial reporting · paraphrase prompt · first choice
“1. Zoho Analytics - couples dashboard drilldown with scheduled reporting and conditional filters.” Llama 4 Maverick · Financial reporting · paraphrase prompt · first choice
“Zoho Analytics if the main need is repeatable KPI dashboards and scheduled reporting” Perplexity Sonar · Financial reporting · paraphrase prompt · alternative
“Tools like Zoho Analytics or Metabase score well for value/reliability in SMBs.” Grok 4.1 Fast · Financial reporting · negative 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 44 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.ShowHide
Named alongside
The products named in the same answers as Zoho Analytics, over the 44 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.
ShowHideProductSame answerTook the first choice insteadHead to head
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 42 of the 44 answers that named Zoho Analytics and are not a share of its labels.
Domains cited
zoho.comYour site18
worldmetrics.org14
databox.com13
thedigitalprojectmanager.com13
improvado.io11
clickup.com10
domo.com10
gitnux.org10
larksuite.com9
whatagraph.com9
Ninety-nine of the 117 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.ShowHide
Search and answers
Where Zoho Analytics stands in Google search beside where it stands in the models' answers.
ShowHideIn 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 editionShare of first choices
4%
rank 6 of 105 in financial reporting
Segment leader
33%
Sage Intacct
- First choices
- 2 across its categories
- Named in
- 44 answers
- Its own site cited
- in 42 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.ShowHide
The company
Zoho is the company behind Zoho Analytics.
ShowHideOn record
Company records- Also from Zoho
- Zoho Billing, Zoho Books, Zoho Books / Zoho Analytics, Zoho Books / Zoho Inventory, Zoho Books / Zoho Invoice, Zoho CRM, Zoho Creator, Zoho Expense and 8 more
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
- Starting price
- 0 zoho.com/analytics/dashboards.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.