Small business▲+4Since September 2026: 2% → 6%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
6%from 2% in September 2026
Inside the floor by 6 pointsRank 13 → 5 of 82
4 categories · RankedKolleno
91Judge labels
12First choices
18Negative 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
7% in Cash application for small business buyers
Rank 7 of 83 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 0% of its 10 labels there were negative.
What the models named instead of Kolleno →By buyer segmentRead the same way at every buyer size.
Small business4 of 88
7%25 labels
accepted challenger
Mid-market7 of 83
6%10 labels
accepted challenger
Enterprise52 of 62
0%2 labels
under the label threshold
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 Kolleno 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 | 6% | 7 of 83 | 0% | 10 | accepted challenger | ▲+5Since September 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Chargeback management | Receivables and billing | 2% | 13 of 81 | 17% | 6 | under 10 labels · led by Chargeflow at 24% | |
| Accounts receivable automation | Receivables and billing | 2% | 13 of 79 | 0% | 6 | under 10 labels · led by Upflow at 17% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| B2B credit management | Receivables and billing | 0% | 31 of 108 | 20% | 5 | under 10 labels · led by Chaser at 16% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Kolleno held within the floor in all four categories: no change cleared 10 points.
Best category · Cash application · by segment
Mid-market▲+5Since September 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
7%from 2% in September 2026
Inside the floor by 5 pointsRank 15 → 7 of 79
Enterprise▼−3Since September 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 3% in September 2026
Inside the floor by 7 pointsRank 14 → 51 of 58
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Cash application | 2% | 7% | ▲+5Since September 2026: 2% → 7%, +5 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 15 → 7 of 83 |
| Accounts receivable auto | 0% | 2% | ▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 26 → 13 of 79 |
| B2B credit management | 2% | 0% | ▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 31 of 108 |
| Chargeback management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 13 of 81, 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 Kolleno 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 Kolleno 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 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 2 | 0 | 4 |
| Gemini 3.5 Flash | 2 | 2 | 0 | 0 | 4 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 1 | 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
Direct14 labels3
Paraphrase24 labels5
Comparative23 labels6not counted in share
Budget-constrained18 labels2
Scale-constrained6 labels2
Negative6 labels2not counted in share
First choiceAlternativeMentionNegative91 labels in all, every segment counted; 12 of the 20 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 mid-market AR operations needing visibility... Ideal for: Mid-sized companies focused on improving payment recovery and dispute visibility” Muse Glimmer 30B · Chargeback management · paraphrase prompt · first choice
“Choose Kolleno if you want the best balance of automation, SMB fit, and likely lower implementation complexity” Perplexity Sonar · Cash application · budget prompt · first choice
“Upflow / Kolleno / Gaviti: Highly nimble, modern, and built specifically for scaling B2B mid-market companies.” Gemini 3.5 Flash · Cash application · scale prompt · first choice
“Kolleno and Gaviti are both excellent choices, with Kolleno offering a modern, scalable solution” Mistral Small · Accounts receivable auto · paraphrase 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.
“enterprise tools like Chaser and Kolleno charge high monthly fees (often $500+)” GLM 4.7 FlashX · B2B credit management · budget prompt · soft negative
“Solid but narrower scope; less portal collaboration” Grok 4.1 Fast · Chargeback management · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as Kolleno, over the 91 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Kolleno was named but was not.ShowHide
Named alongside
The products named in the same answers as Kolleno, over the 91 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Kolleno 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 Kolleno. 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 90 of the 91 answers that named Kolleno and are not a share of its labels.
Domains cited
highradius.com54
chaserhq.com45
worldmetrics.org39
g2.com38
kolleno.comYour site35
guideflow.com34
zipdo.co28
gitnux.org27
itechguides.com27
lunos.ai27
319 of the 354 domain citations in answers naming Kolleno came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
kolleno.com ranks 3 on Google for the category's searches. In the answers, Kolleno takes 6% of first choices and Versapay takes 9%.ShowHide
Search and answers
kolleno.com ranks 3 on Google for the category's searches. In the answers, Kolleno takes 6% of first choices and Versapay takes 9%.
ShowHideIn search
Google, US estimatesPosition for “cash application tools”
3
Position for “cash application software”
–
not in the top ten
- Searches for its name, Google
- 210 a month (“kolleno”)
- AI search demand for its name, est.
- 0 a month
- Organic visits to its site
- about 6,343 a month
- Searches its site ranks for
- 2,684 · 6 in the top three
- Sites linking to it
- 896
- Paid Google search
- 2 searches its ads show for, about 2 clicks and $92 a month (estimate)
In answers
This editionShare of first choices
6%
rank 7 of 83 in cash application
Segment leader
9%
Versapay
- First choices
- 12 across its categories
- Named in
- 91 answers
- Its own site cited
- in 90 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 kolleno.com
1,735
subdomains included
Content
650
counted in the table below
Documentation
875
Product · Integration
0 · 0
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 524 | 0 | 2026-02-23 | Cash application, Accounts receivable auto | |
| Glossary or explainer | 43 | 1 | 2026-07-06 | Cash application, Accounts receivable auto | |
| Comparison | 36 | 0 | 2025-12-28 | Cash application | |
| Case study | 31 | 1 | 2026-09-18 | ||
| Template or tool | 6 | 1 | 2026-07-17 | ||
| Webinar or virtual event | 5 | 0 | 2025-02-03 | ||
| Report or ebook | 3 | 0 | 2024-10-16 | ||
| Conference or event | 2 | 1 | 2026-07-23 |
Most recent
- 2026-09-18E commerce growth platform boosted cash collections by 25 with kolleno case study
- 2026-07-2316051863 user groups managing permissions in bulk conference or event
- 2026-07-17Roi calculator template or tool
- 2026-07-06What is ar management guide glossary or explainer
- 2026-02-23Partner suiteconnect drinks 2026 blog
- 2026-01-23Ai agents for accounts receivable feature checklist for finance teams in 2026 template or tool
How it is countedHide how it is counted
Every page kolleno.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 Kolleno
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
Kolleno is its own company.ShowHide
The company
Kolleno is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Intelligent order-to-cash platform, built to run itself
- For
- CFOs and Credit Controllers
- Price stated
- Monthly Annually kolleno.com/pricing
- Starting price
- 545 kolleno.com/pricing
- Free plan or trial
- Try for free kolleno.com/pricing
- Integrations claimed
- 1000 kolleno.com · 9 kolleno.com/pricing pages disagree
- Certifications
- ISO 27001SOC 2 Type IISOC 1 Type IIEuropean GDPRSOC 2 Type I & IISOC 2 Type 2ISO 27001 CertifiedSOC 2 Type II & SOC 1 Type II
- Customers named
- RakutenWonderbuildsTalent GardenDealer-FXZartisRentsyncDNA PaymentsPettus Workplace Solutions
- Not stated on the pages read
- Hosting
What Kolleno's own pages state, read September 28, 2026: kolleno.com, kolleno.com/pricing, kolleno.com/customer-stories. 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 Kolleno'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 Kolleno, 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 Kolleno by email, built from the raw record of the edition. It shows:
- where Kolleno 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 Kolleno, 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.