Small businessnewNew since September 2026: not ranked then, 0% now.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 65 of 106, unchanged
Zoho · 2 categories · Named, not rankedZoho Invoice / Zoho Books
4Judge labels
0First choices
0Negative labels
3 / 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 Invoice / Zoho Books was named 2 times in Global e-invoicing compl and 1 other category, where Avalara E-Invoicing led with 25%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business70 of 114
0%1 label
under the label threshold
Mid-market87 of 136
0%1 label
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In global e-invoicing compl · 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 Invoice / Zoho Books 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 |
|---|---|---|---|---|---|---|---|
| Global e-invoicing compliance | Tax and compliance | 0% | 87 of 136 | 0% | 1 | under 10 labels · led by Avalara E-Invoicing at 25% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Invoicing software | Receivables and billing | 0% | 41 of 71 | 0% | 1 | under 10 labels · led by Zoho Invoice at 24% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Zoho Invoice / Zoho Books held within the floor in all two categories: no change cleared 10 points.
Best category · Global e-invoicing compl · by segment
Mid-market▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 2% in September 2026
Inside the floor by 8 pointsRank 17 → 79 of 116
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Global e-invoicing compl | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 87 of 136 |
| Invoicing software | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 65 → 41 of 71 |
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 Invoice / Zoho Books 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 Invoice / Zoho Books 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 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| 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
Direct0 labelsNone
Paraphrase2 labelsNone
Comparative2 labelsNone
Budget-constrained0 labelsNone
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative4 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 Invoice / Zoho Books if cost sensitivity is high” GPT-5.4 mini · Invoicing software · paraphrase prompt · alternative
“perfect for freelancers and small businesses” Gemini 3.5 Flash · Global e-invoicing compl · comparative 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 Invoice / Zoho Books, over the 4 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Invoice / Zoho Books was named but was not.ShowHide
Named alongside
The products named in the same answers as Zoho Invoice / Zoho Books, over the 4 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Invoice / Zoho Books 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 Invoice / Zoho Books. 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 3 of the 4 answers that named Zoho Invoice / Zoho Books and are not a share of its labels.
Domains cited
freshbooks.com2
acquisition-international.com1
cflowapps.com1
cleartax.com1
comparatif-pro.com1
dddinvoices.com1
fintechlabs.com1
gartner.com1
growthmarketreports.com1
highradius.com1
Eleven of the eleven domain citations in answers naming Zoho Invoice / Zoho Books came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Follow Zoho Invoice / Zoho Books
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 Invoice / Zoho Books.ShowHide
The company
Zoho is the company behind Zoho Invoice / Zoho Books.
ShowHideOn record
Company records- Also from Zoho
- Zoho Analytics, Zoho Billing, Zoho Books, Zoho Books / Zoho Analytics, Zoho Books / Zoho Inventory, Zoho Books / Zoho Invoice, Zoho CRM, Zoho Creator and 8 more
In its own words
Stated by the vendor, not checked- Positioning
- your one-stop platform for managing your accounting tasks and organizing your transactions
- For
- businesses of all sizes, from sole proprietors to enterprises
- Price stated
- Affordable pricing plans zoho.com/books/what-is-zoho-books
- Starting price
- 0 zoho.com/invoice/create-send-invoices
- Free plan or trial
- 14-day free trial zoho.com/books/what-is-zoho-books
- Integrations claimed
- 300 zoho.com/books/what-is-zoho-books · 10 zoho.com/invoice/online-invoicing-for-mac pages disagree
- Customers named
- Rachael Maddison CreativeInstant Data Centers, LLCECM Media LLCBoxDropZenatta ConsultingJuliaLords Appliance RepairJosh Susen
- Not stated on the pages read
- Certifications, hosting
What Zoho Invoice / Zoho Books's own pages state, read October 6, 2026: zoho.com/books/what-is-zoho-books, zoho.com/invoice/create-send-invoices, zoho.com/books/windows-accounting-app, zoho.com/books/accounting-mobile-apps, zoho.com/invoice/online-invoicing-for-mac. 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 Invoice / Zoho Books'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 Invoice / Zoho Books, 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 Invoice / Zoho Books by email, built from the raw record of the edition. It shows:
- where Zoho Invoice / Zoho Books 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 Invoice / Zoho Books, 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.