Small business▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
29%from 31% in September 2026
Inside the floor by 8 pointsRank 1 of 46, unchanged
Zoho · 4 categories · RankedZoho Invoice
178Judge labels
40First choices
29Negative labels
14 / 14Models named it
4Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
30% in Invoicing software for small business buyers
Rank 1 of 71 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 10% of its 42 labels there were negative.
What the models named instead of Zoho Invoice →By buyer segmentA small-business product: leader at small business, not named at enterprise.
Small business1 of 48
30%62 labels
endorsed leader
Mid-market1 of 71
24%42 labels
accepted challenger
Enterprise109 of 111
0%13 labels
criticized challenger
In invoicing software · 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 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 |
|---|---|---|---|---|---|---|---|
| Invoicing software | Receivables and billing | 24% | 1 of 71 | 10% | 42 | accepted challenger | ▲+12Since September 2026: 14% → 26%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked. |
| Global e-invoicing compliance | Tax and compliance | 8% | 4 of 136 | 0% | 18 | accepted challenger | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Accounts payable automation | Spend and procurement | 0% | 48 of 54 | 0% | 1 | under 10 labels · led by Ramp at 22% | newNew since September 2026: not ranked then, 0% now. |
| Business bill pay | Treasury and cash | 0% | 75 of 98 | 0% | 1 | under 10 labels · led by BILL at 32% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Zoho Invoice moved past the floor in one of four categories: Invoicing software, +12 points to 26%. It held within the floor in the other three.
Best category · Invoicing software · by segment
Mid-market▲+12Since September 2026: 14% → 26%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.
26%from 14% in September 2026
Cleared the floor by 2 pointsRank 2 → 1 of 65
Enterprise=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 97 → 95 of 96
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Invoicing software | 14% | 26% | ▲+12Since September 2026: 14% → 26%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked. | Moved past the floor | Rank 2 → 1 of 71 |
| Global e-invoicing compl | 2% | 9% | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 7 → 4 of 136 |
| Accounts payable automat | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 48 of 54, unchanged |
| Business bill pay | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 75 of 98, unchanged |
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 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 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 | 2 | 1 | 1 | 0 | 4 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 3 | 0 | 0 | 0 | 3 |
| Perplexity Sonar | 2 | 1 | 0 | 0 | 3 |
| Grok 4.1 Fast | 1 | 4 | 2 | 0 | 7 |
| Mistral Small | 2 | 1 | 2 | 1 | 6 |
| DeepSeek V4 Flash | 1 | 6 | 1 | 0 | 8 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 1 | 4 |
| Kimi K2 | 2 | 2 | 1 | 1 | 6 |
| GLM 4.7 FlashX | 2 | 2 | 1 | 0 | 5 |
| MiniMax M2.5 | 2 | 3 | 0 | 0 | 5 |
| GPT-6 Luna | 1 | 1 | 0 | 0 | 2 |
| Muse Glimmer 30B | 2 | 1 | 2 | 0 | 5 |
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
Direct16 labels3
Paraphrase26 labels4
Comparative47 labels13not counted in share
Budget-constrained48 labels32
Scale-constrained9 labels1
Negative32 labels2not counted in share
First choiceAlternativeMentionNegative178 labels in all, every segment counted; 40 of the 55 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 is one of the most budget-friendly solutions and is regarded as the best invoicing software for small businesses, especially for users with limited budgets” Claude Haiku 4.5 · Invoicing software · budget prompt · first choice
“Zoho Invoice remains the strongest free option in 2026, supporting up to 50 users with no transaction limits on the free plan.” Claude Haiku 4.5 · Global e-invoicing compl · budget prompt · first choice
“I'd recommend starting with the free tier of Zoho Invoice or B2Brouter to assess your needs before committing to paid plans.” GLM 4.7 FlashX · Global e-invoicing compl · budget prompt · first choice
“Best for Solopreneurs & Freelancers on a Budget... A premium-tier, fully featured invoicing tool that is 100% free.” Gemini 3.5 Flash · Invoicing software · comparative 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.
“while it is a good option for small businesses, it may not be suitable for larger businesses” Llama 4 Maverick · Invoicing software · negative prompt · soft negative
“Zoho Invoice can feel limited in advanced features and its interface can be patchy” Mistral Small · Invoicing software · negative prompt · soft negative
“Zoho markets itself as "free," but there are strict caps.” Qwen 3.7 Flash · Invoicing software · negative prompt · soft negative
“most mid-sized B2B companies outgrow this quickly” Kimi K2 · Invoicing software · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as Zoho Invoice, over the 178 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Invoice was named but was not.ShowHide
Named alongside
The products named in the same answers as Zoho Invoice, over the 178 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Invoice 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. 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 169 of the 178 answers that named Zoho Invoice and are not a share of its labels.
Domains cited
forbes.com115
xero.com83
swydo.com44
nerdwallet.com43
fitsmallbusiness.com42
g2.com40
mindsprint.com40
quickbooks.intuit.com39
tech.co34
cnbc.com31
511 of the 511 domain citations in answers naming Zoho Invoice came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Zoho Invoice stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Zoho Invoice stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimates- Searches for its name, Google
- 18,100 a month (“zoho invoice”)
- AI search demand for its name, est.
- 238 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
24%
rank 1 of 71 in invoicing software
First choices
40
across its categories
- Named in
- 178 answers
- Its own site cited
- in 169 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 Invoice
What the judge wrote, as written, with how often. The vendor table decides that these count as Zoho Invoice; a claim can dispute any of them.
Zoho Invoice/Books 1
Follow Zoho Invoice
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.ShowHide
The company
Zoho is the company behind Zoho Invoice.
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
- A simple invoicing app built for Windows.
- For
- Businesses that need billing; also freelancers, consultancies, travel and tourism, contractors and construction businesses, auto repairs, and law firms.
- Price stated
- 100% Free invoicing solution. zoho.com/invoice/windows-app
- Starting price
- 0 zoho.com/invoice/windows-app
- Free plan or trial
- Sign Up For Free zoho.com/invoice/windows-app
- Integrations claimed
- 10 zoho.com/invoice/online-invoicing-for-mac
- Customers named
- Josh CalcanoHans TannerOwen DahlPatrick FraserKaren Maria CapoJames NormanLords Appliance RepairInfoshield
- Not stated on the pages read
- Certifications, hosting
What Zoho Invoice's own pages state, read September 28, 2026: zoho.com/invoice/windows-app, zoho.com/invoice/mobile-apps, zoho.com/invoice/create-send-invoices, zoho.com/invoice/online-invoicing-for-mac, zoho.com/fsm/zoho-invoice-integration.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 Invoice'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, 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 by email, built from the raw record of the edition. It shows:
- where Zoho Invoice 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, 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.
Badges
Wins only: a badge exists where Zoho Invoice is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Zoho Invoice is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideAI models recommend Zoho Invoice first in Invoicing software this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.