Every category where a model named Monk 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
Accounts receivable automation	Receivables and billing	4%	10 of 77	0%	2	under 10 labels · led by Zoho Books at 15%
Cash application	Receivables and billing	0%	24 of 83	0%	7	under 10 labels · led by HighRadius at 16%
B2B payment acceptance	Receivables and billing	0%	23 of 91	0%	3	under 10 labels · led by Helcim at 17%

Movement

This is the first edition on this tier, so no move can be computed for Monk 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 Monk across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	1	0	1	2
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	1	0	1
Perplexity Sonar	0	1	0	1
Grok 4.1 Fast	0	0	0	0
Mistral Small	1	0	0	1
DeepSeek V4 Flash	0	3	0	3
Llama 4 Maverick	0	0	0	0
Qwen 3.7 Flash	0	1	0	1
Kimi K2	0	0	0	0
GLM 4.7 FlashX	0	1	0	1
MiniMax M2.5	0	2	0	2

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 labels1

Paraphrase11 labels1

Comparative5 labelsNone

Budget-constrained3 labels1

Scale-constrained0 labelsNone

Negative1 labelNone

First choiceAlternativeMentionNegative24 labels in all, every segment counted; 3 of the 3 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.

“Monk emerges as the strongest overall choice for most mid-market and enterprise businesses” Claude Haiku 4.5 · Accounts receivable auto · direct prompt · first choice

“Monk and Finvi are standout choices for their ease of use and workflow automation” Mistral Small · Accounts receivable auto · paraphrase prompt · first choice

“tend to receive fewer complaints about implementation friction and pricing transparency in recent reviews” Qwen 3.7 Flash · Cash application · negative prompt · alternative

“If you want flat, predictable pricing and despise percentage-based models: Monk.” DeepSeek V4 Flash · Cash application · 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 Monk, over the 24 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Monk was named but was not.

ProductSame answerTook the first choice insteadHead to head

Billtrust15 of 242Not in the top three

HighRadius14 of 246Not in the top three

Versapay13 of 242Not in the top three

BILL8 of 242Not in the top three

Esker6 of 242Not in the top three

Upflow6 of 240Not in the top three

Chaser5 of 240Not in the top three

Gaviti5 of 240Not in the top three

Quadient Accounts Receivable4 of 241Not in the top three

BlackLine Cash Application4 of 240Not 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 Monk. 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 22 of the 24 answers that named Monk and are not a share of its labels.

Domains cited

monk.comYour site20

highradius.com13

chaserhq.com10

upflow.io10

lunos.ai9

transformance.ai9

bluecopa.com8

cashflowpick.com8

learn.g2.com8

gaviti.com7

Eighty-two of the 102 domain citations in answers naming Monk came from somebody else's page.

Pages cited

lunos.ai/blog/best-cash-application-software8

monk.com/blog/best-b2b-customer-payment-portals8

bluecopa.com/blog/cash-application-softwares7

chaserhq.com/blog/accounts-receivable-portal7

learn.g2.com/best-accounts-receivable-software7

highradius.com/resources/Blog/best-cash-application-automation-tools6

upflow.io/software/best-cash-application-software6

billtrust.com/resources/blog/top-accounts-receivable-software-solutions5

Pages are listed as the models cited 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 Monk'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 Monk, 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 monk.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.