Zoho · 16 categories · RankedZoho Books
287Judge labels
64First choices
16Negative labels
12 of 12Models named it
16Categories
September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.
Best standing
20% in Financial reporting for small business buyers
Rank 2 of 79 in the mid-market standingaccepted challenger
0 of 12 models made it the first choice on the direct prompt; 0% of its 13 labels there were negative.
By buyer segmentStrongest at mid-market.
Small business4 of 57
6%23 labels
accepted challenger
Mid-market2 of 79
18%13 labels
accepted challenger
Enterprisenot named
0%
No model named it for this buyer.
In ai accounting assistants · 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 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 |
|---|---|---|---|---|---|---|
| AI accounting assistants | Accounting and close | 18% | 2 of 79 | 0% | 13 | accepted challenger |
| Accounts receivable automation | Receivables and billing | 15% | 1 of 77 | 0% | 9 | under 10 labels · led by Zoho Books at 15% |
| Accounting software | Accounting and close | 8% | 4 of 56 | 11% | 27 | accepted challenger |
| Financial reporting and dashboards | Planning and analysis | 8% | 4 of 133 | 0% | 8 | under 10 labels · led by Sage Intacct at 27% |
| Account reconciliation | Accounting and close | 6% | 5 of 72 | 0% | 10 | accepted challenger |
| Revenue recognition | Accounting and close | 4% | 10 of 77 | 0% | 2 | under 10 labels · led by Maxio at 15% |
| Cash application | Receivables and billing | 2% | 13 of 83 | 0% | 6 | under 10 labels · led by HighRadius at 16% |
| Global e-invoicing compliance | Tax and compliance | 2% | 16 of 108 | 0% | 1 | under 10 labels · led by Avalara at 28% |
| Sales tax automation | Tax and compliance | 0% | 14 of 38 | 0% | 6 | under 10 labels · led by Avalara AvaTax at 40% |
| Accounts payable automation | Spend and procurement | 0% | 21 of 60 | 0% | 3 | under 10 labels · led by Stampli at 19% |
| Invoicing software | Receivables and billing | 0% | 30 of 86 | 0% | 3 | under 10 labels · led by Wave at 19% |
| Financial consolidation | Accounting and close | 0% | 43 of 96 | 0% | 2 | under 10 labels · led by Prophix at 19% |
| Fixed asset accounting | Accounting and close | 0% | 85 of 94 | 50% | 2 | under 10 labels · led by Sage Fixed Assets at 29% |
| Cash flow forecasting | Treasury and cash | 0% | 53 of 86 | 0% | 1 | under 10 labels · led by Agicap at 18% |
| Corporate tax provision | Tax and compliance | 0% | 71 of 98 | 0% | 1 | under 10 labels · led by Thomson Reuters ONESOURCE Tax Provision at 26% |
| Procure-to-pay | Spend and procurement | 0% | 73 of 85 | 100% | 1 | under 10 labels · led by Procurify at 45% |
Movement
This is the first edition on this tier, so no move can be computed for Zoho Books 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 Books across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 3 | 5 | 1 | 1 | 10 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 2 | 5 | 0 | 0 | 7 |
| Perplexity Sonar | 3 | 5 | 0 | 1 | 9 |
| Grok 4.1 Fast | 3 | 6 | 0 | 1 | 10 |
| Mistral Small | 2 | 4 | 1 | 1 | 8 |
| DeepSeek V4 Flash | 4 | 4 | 4 | 0 | 12 |
| Llama 4 Maverick | 2 | 2 | 0 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 4 | 1 | 1 | 7 |
| Kimi K2 | 4 | 4 | 0 | 0 | 8 |
| GLM 4.7 FlashX | 3 | 5 | 2 | 0 | 10 |
| MiniMax M2.5 | 2 | 5 | 1 | 0 | 8 |
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
Direct23 labels2
Paraphrase28 labels1
Comparative52 labels1not counted in share
Budget-constrained146 labels61
Scale-constrained10 labelsNone
Negative28 labels2not counted in share
First choiceAlternativeMentionNegative287 labels in all, every segment counted; 64 of the 67 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.
“The best account reconciliation software for a company with a limited budget is Zoho Books, as it is considered the best budget-friendly all-in-one suite.” Llama 4 Maverick · Account reconciliation · budget prompt · first choice
“Zoho Books is the best overall choice because it provides genuine bank reconciliation (with auto-matching and feeds) at $0 cost” DeepSeek V4 Flash · Account reconciliation · budget prompt · first choice
“Zoho Books is best for budget-conscious businesses, offering 70+ reports including a free tier for businesses under $50K revenue” Claude Haiku 4.5 · Financial reporting · budget prompt · first choice
“Choose Zoho Books (Free Tier) if you have under $50K in revenue and want excellent, built-in financial statements for $0.” Gemini 3.5 Flash · Financial reporting · 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.
“good starting points, but these tools lack advanced workflows and budget controls” Claude Haiku 4.5 · Procure-to-pay · paraphrase prompt · soft negative
“FreshBooks & Zoho Books: Occasional bank sync failures, slow support responses” Grok 4.1 Fast · Accounting software · negative prompt · soft negative
“The Ecosystem Trap... you may find yourself fighting compatibility issues.” Qwen 3.7 Flash · Accounting software · negative prompt · soft negative
“it can be a poor fit if you do not already use other Zoho tools” Perplexity Sonar · Accounting software · negative prompt · soft negative
Named alongside
The products named in the same answers as Zoho Books, over the 287 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Zoho Books was named but was not.
ProductSame answerTook the first choice insteadHead to head
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 Books. 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 253 of the 287 answers that named Zoho Books and are not a share of its labels.
Domains cited
learn.g2.com79
fitsmallbusiness.com58
ramp.com57
nerdwallet.com49
techrepublic.com49
pcmag.com48
worldmetrics.org45
softwareadvice.com43
technologyadvice.com36
quickbooks.intuit.com35
499 of the 499 domain citations in answers naming Zoho Books came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Zoho Books
What the judge wrote, as written, with how often. The vendor table decides that these count as Zoho Books; a claim can dispute any of them.
Zoho 1Zoho Books (Free Tier) 1
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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 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 Books, 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 zohobooks.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.