Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 13 → 9 of 42
Zoho · 1 category · RankedZoho Marketing Automation
18Judge labels
2First choices
5Negative labels
10 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Best standing
4% in Marketing automation for mid-market buyers
Rank 4 of 59 in the mid-market standing
0 of 14 models made it the first choice on the direct prompt; 0% of its 2 labels there were negative.
By buyer segmentRead the same way at every buyer size.
Small business9 of 44
0%9 labels
under the label threshold
Mid-market4 of 59
4%2 labels
under the label threshold
Enterprise50 of 54
0%5 labels
under the label threshold
In marketing automation · 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 Marketing Automation 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 |
|---|---|---|---|---|---|---|---|
| Marketing automation and campaign management | Marketing | 4% | 4 of 59 | 0% | 2 | under 10 labels · led by HubSpot Marketing Hub at 63% | ▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Zoho Marketing Automation held within the floor in its one category: no change cleared 11 points.
Best category · Marketing automation · by segment
Mid-market▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
5%from 0% in September 2026
Inside the floor by 6 pointsRank 34 → 4 of 51
EnterprisenewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 47 of 50, unchanged
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Marketing automation | 0% | 5% | ▲+5Since September 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 34 → 4 of 59 |
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 11 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 Marketing Automation 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 Marketing Automation 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 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
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
Direct4 labelsNone
Paraphrase4 labelsNone
Comparative1 labelNone
Budget-constrained5 labels2
Scale-constrained0 labelsNone
Negative4 labelsNone
First choiceAlternativeMentionNegative18 labels in all, every segment counted; 2 of the 2 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.
“If your budget is tight, Zoho Marketing Automation is often the best value pick” GPT-5.4 mini · Marketing automation · budget prompt · first choice
“Zoho is the top marketing automation tool for most small businesses in 2026” Claude Haiku 4.5 · Marketing automation · budget prompt · first choice
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 Marketing Automation, over the 18 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Marketing Automation was named but was not.ShowHide
Named alongside
The products named in the same answers as Zoho Marketing Automation, over the 18 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Marketing Automation 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 Marketing Automation. 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 18 of the 18 answers that named Zoho Marketing Automation and are not a share of its labels.
Domains cited
g2.com7
improvado.io6
blog.hubspot.com5
digitalapplied.com5
emailtooltester.com5
hubspot.com5
insiderone.com5
pipeline.zoominfo.com5
ventureharbour.com5
zoho.comYour site5
Forty-eight of the fifty-three domain citations in answers naming Zoho Marketing Automation came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Zoho Marketing Automation stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Zoho Marketing Automation stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 590 a month (“zoho marketing automation”)
- AI search demand for its name, est.
- 12 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 4 of 59 in marketing automation
Segment leader
63%
HubSpot Marketing Hub
- First choices
- 2 across its categories
- Named in
- 18 answers
- Its own site cited
- in 18 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.
Names read as Zoho Marketing Automation
What the judge wrote, as written, with how often. The vendor table decides that these count as Zoho Marketing Automation; a claim can dispute any of them.
Zoho 1
Follow Zoho Marketing Automation
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 Marketing Automation.ShowHide
The company
Zoho is the company behind Zoho Marketing Automation.
ShowHideOn record
Company records- Also from Zoho
- Bigin by Zoho, Zoho Analytics, Zoho Backstage, Zoho Backstage Lead Retrieval, Zoho Billing, Zoho Bookings, Zoho CPQ, Zoho CRM and 27 more
In its own words
Stated by the vendor, not checked- Positioning
- Best marketing automation platform for your business
- For
- your business
- Price stated
- free email automation platform zoho.com/campaigns/marketing-automation
- Free plan or trial
- free trial zoho.com/marketingautomation
- Integrations claimed
- 7 zoho.com/marketingautomation
- Certifications
- GDPR-compliantHIPAA-compliant
- Customers named
- Hanley ConsultingSuper EnterprisesVisual App Inc.TorchBearer Business Growth AdvisorsSouthern Cross ProtectionMarketingStrataIPICOLXpertLearning
- Not stated on the pages read
- Starting price, hosting
What Zoho Marketing Automation's own pages state, read October 5, 2026: zoho.com/marketingautomation, zoho.com/crm/marketing-automation.html, zoho.com/campaigns/marketing-automation, zoho.com.cn/campaigns/marketing-automation, zoho.com/crm/what-is-marketing-automation.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 Marketing Automation'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 Marketing Automation, 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 Marketing Automation by email, built from the raw record of the edition. It shows:
- where Zoho Marketing Automation 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 Marketing Automation, 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.