Small business=heldSince September 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
2%from 2% in September 2026
Inside the floor by 10 pointsRank 15 → 16 of 82
3 categories · Named, not rankedMonk
12Judge labels
4First choices
0Negative labels
7 / 14Models named it
3Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Standing
5 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Monk was named 5 times in Cash application and 2 other categories, where Versapay led with 9%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business17 of 88
2%3 labels
under the label threshold
Mid-market11 of 83
4%3 labels
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In cash application · 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 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 | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Cash application | Receivables and billing | 4% | 11 of 83 | 0% | 3 | under 10 labels · led by Versapay at 9% | ▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Accounts receivable automation | Receivables and billing | 2% | 18 of 79 | 0% | 1 | under 10 labels · led by Upflow at 17% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| B2B payment acceptance | Receivables and billing | 0% | 41 of 94 | 0% | 1 | under 10 labels · led by Versapay at 19% | =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, Monk held within the floor in all three categories: no change cleared 10 points.
Best category · Cash application · by segment
Mid-market▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
5%from 0% in September 2026
Inside the floor by 5 pointsRank 24 → 11 of 79
EnterprisegoneNot named this edition; 0% in September 2026.
0%from 0% in September 2026
Inside the floor by 10 pointsNot ranked
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Cash application | 0% | 5% | ▲+5Since September 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 24 → 11 of 83 |
| Accounts receivable auto | 4% | 2% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 10 → 18 of 79 |
| B2B payment acceptance | 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 23 → 41 of 94 |
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 Monk 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 Monk 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 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 2 | 0 | 0 | 2 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| 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
Direct5 labels3
Paraphrase4 labelsNone
Comparative1 labelNone
Budget-constrained1 label1
Scale-constrained1 labelNone
Negative0 labelsNone
First choiceAlternativeMentionNegative12 labels in all, every segment counted; 4 of the 4 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 due to its intelligent collections and superior cash application accuracy (99.8%)” Claude Haiku 4.5 · Accounts receivable auto · direct prompt · first choice
“Monk (Best All-in-One Value)... Start with a demo from Monk if you want a comprehensive invoice-to-cash system” Qwen 3.7 Flash · Cash application · budget prompt · first choice
“The best cash application software for a mid-market B2B company is Monk” Llama 4 Maverick · Cash application · direct prompt · first choice
“If your customers disproportionately pay through corporate procurement portals, pivot to Monk as your primary portal.” DeepSeek V4 Flash · B2B payment acceptance · paraphrase 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 12 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.ShowHide
Named alongside
The products named in the same answers as Monk, over the 12 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.
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 Monk. 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 12 of the 12 answers that named Monk and are not a share of its labels.
Domains cited
chaserhq.com8
monk.comYour site7
upflow.io7
highradius.com6
bluecopa.com5
itechguides.com4
sourceforge.net4
viewpointanalysis.com4
zenskar.com4
credit-iq.com3
Forty-five of the fifty-two domain citations in answers naming Monk came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
monk.com ranks first on Google for the category's searches. In the answers, Monk takes 4% of first choices and Versapay takes 9%.ShowHide
Search and answers
monk.com ranks first on Google for the category's searches. In the answers, Monk takes 4% of first choices and Versapay takes 9%.
ShowHideIn search
Google, US estimatesPosition for “cash application tools”
1
Position for “cash application software”
–
not in the top ten
- Searches for its name, Google
- 201,000 a month (“monk”)
- AI search demand for its name, est.
- 64,830 a month
- Organic visits to its site
- about 316 a month
- Searches its site ranks for
- 526 · 5 in the top three
- Sites linking to it
- 839
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
4%
rank 11 of 83 in cash application
Segment leader
9%
Versapay
- First choices
- 4 across its categories
- Named in
- 12 answers
- Its own site cited
- in 12 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.
What it publishes
ShowHide
What it publishes
ShowHideAddresses on monk.com
500
subdomains included
Content
359
counted in the table below
Documentation
80
Product · Integration
13 · 31
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 278 | 9 | 2026-09-22 | Cash application, Accounts receivable auto | |
| Comparison | 57 | 10 | 2026-09-07 | Cash application | |
| Glossary or explainer | 11 | 3 | 2026-09-10 | Accounts receivable auto, Cash application | |
| Case study | 9 | undated | |||
| Webinar or virtual event | 1 | 1 | 2026-09-15 | ||
| Conference or event | 1 | 1 | 2026-10-21 | ||
| Report or ebook | 1 | undated | |||
| Template or tool | 1 | 0 | 2026-06-09 |
Most recent
- 2026-10-21Net30: Monk's AI Summit for Finance Leaders in NYC conference or event
- 2026-09-22Give your ai collections agent your own rules blog
- 2026-09-15Stripe credit risk asc 606 326 webinar webinar or virtual event
- 2026-09-10How to calculate dso blog
- 2026-09-10How to reduce time spent on cash application blog
- 2026-09-10What is a good dso glossary or explainer
Events in person
Upcoming
- October 21, 2026Net30The TimesCenter, New York, US · takes part
As the event pages on monk.com state them, read September 28, 2026.
How it is countedHide how it is counted
Every page monk.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
Follow Monk
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
Monk is its own company.ShowHide
The company
Monk is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- accounts receivable automation platform
- For
- finance teams
- Price stated
- Pricing scales with business volume. monk.com
- Certifications
- SOC2 compliantSOC2 certified for Security, Availability, and Confidentiality
- Hosting
- United States
- Customers named
- ProfoundSiroSubjectAlaskan SalmonElevenLabsElateGoodshipPump
- Not stated on the pages read
- Starting price, free plan or trial, integrations
What Monk's own pages state, read September 28, 2026: monk.com, trust.monk.com, monk.com/platform/security, monk.com/customer-stories, monk.com/platform/integrations. 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 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.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Monk by email, built from the raw record of the edition. It shows:
- where Monk 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 Monk, 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.