Finance AI Index

Index › Vendors › Zoho Billing · September 2026 Edition

Zoho · 2 categories · Named, not ranked

Zoho Billing

11Judge labels

0First choices

0Negative labels

9 of 12Models named it

2Categories

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.

Standing

7 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Zoho Billing was named 7 times in Invoicing software and 1 other category, where Wave led with 19%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small business41 of 55

under the label threshold

Mid-market29 of 86

under the label threshold

Enterprisenot named

No model named it for this buyer.

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 Billing 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
Invoicing software	Receivables and billing	0%	29 of 86	0%	4	under 10 labels · led by Wave at 19%
Revenue recognition	Accounting and close	0%	29 of 77	0%	3	under 10 labels · led by Maxio at 15%

Movement

This is the first edition on this tier, so no move can be computed for Zoho Billing yet. From the next edition this section shows, per buyer segment, whether its share moved by more than the measured noise floor.

By model

How each model treated Zoho Billing across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	0	1	1
Gemini 3.5 Flash	0	1	1
Perplexity Sonar	0	0	0
Grok 4.1 Fast	0	0	0
Mistral Small	0	0	0
DeepSeek V4 Flash	1	0	1
Llama 4 Maverick	0	1	1
Qwen 3.7 Flash	1	0	1
Kimi K2	1	0	1
GLM 4.7 FlashX	0	1	1
MiniMax M2.5	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

Direct2 labelsNone

Paraphrase1 labelNone

Comparative2 labels1not counted in share

Budget-constrained5 labelsNone

Scale-constrained0 labelsNone

Negative1 labelNone

First choiceAlternativeMentionNegative11 labels in all, every segment counted; 0 of the 1 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.

“Best for: Small businesses wanting integrated billing and revenue tracking” Kimi K2 · Revenue recognition · budget prompt · alternative

“A cost-effective option... though more limited for complex B2B collections.” DeepSeek V4 Flash · Invoicing software · paraphrase prompt · alternative

“Zoho is a highly affordable all-in-one alternative” Qwen 3.7 Flash · Revenue recognition · 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 Billing, over the 11 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Billing was named but was not.

ProductSame answerTook the first choice insteadHead to head

Wave4 of 111Not in the top three

Zoho Invoice4 of 111Not in the top three

Maxio4 of 110Not in the top three

QuickBooks Online3 of 111Not in the top three

Chargebee3 of 110Not in the top three

QuickBooks3 of 110Not in the top three

Xero3 of 110Not in the top three

Flowrev2 of 112Not in the top three

Invoiced2 of 112Not in the top three

Oracle NetSuite2 of 110Not in the top three

A head-to-head page exists where both products are in a category's top three. 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 Billing. A fact about retrieval, not a lever on the model.

Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 10 of the 11 answers that named Zoho Billing and are not a share of its labels.

Domains cited

getapp.com5

ledgerup.ai5

capterra.com4

pipedrive.com4

wise.com4

zenskar.com4

zoho.comYour site4

chargebee.com3

dualentry.com3

fungies.io3

Thirty-five of the thirty-nine domain citations in answers naming Zoho Billing came from somebody else's page.

Pages cited

ledgerup.ai/resources/7-best-revenue-recognition-software-for-saas-20265

pipedrive.com/en/blog/best-revenue-recognition-software4

wise.com/us/blog/best-revenue-recognition-software4

dualentry.com/blog/best-revenue-recognition-software3

fungies.io/best-revenue-recognition-software-saas3

getapp.com/all-software/revenue-recognition/org/small-business3

zenskar.com/buyers-guide/revenue-recognition-software3

capterra.com/revenue-recognition-software2

Pages are listed as the models cited them.

Names read as Zoho Billing

What the judge wrote, as written, with how often. The vendor table decides that these count as Zoho Billing; a claim can dispute any of them.

Zoho Invoice / Zoho Billing 1

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 Billing'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 Billing, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at zoho.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.