Small business▼−4Since September 2026: 12% → 9%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
9%from 12% in September 2026
Inside the floor by 6 pointsRank 3 → 5 of 57
6 categories · RankedUpflow
171Judge labels
30First choices
14Negative labels
14 / 14Models named it
6Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
17% in Accounts receivable auto for mid-market buyers
Rank 1 of 79 in the mid-market standingaccepted challenger
3 of 14 models made it the first choice on the direct prompt; 4% of its 25 labels there were negative.
What the models named instead of Upflow →By buyer segmentStrongest at mid-market.
Small business5 of 62
8%28 labels
accepted challenger
Mid-market1 of 79
17%25 labels
accepted challenger
Enterprise15 of 79
0%19 labels
criticized challenger
In accounts receivable auto · 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 Upflow 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 |
|---|---|---|---|---|---|---|---|
| Accounts receivable automation | Receivables and billing | 17% | 1 of 79 | 4% | 25 | accepted challenger | ▲+12Since September 2026: 6% → 18%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked. |
| Cash application | Receivables and billing | 9% | 2 of 83 | 8% | 13 | accepted challenger | ▼−2Since September 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Cash flow forecasting | Treasury and cash | 6% | 7 of 101 | 0% | 9 | under 10 labels · led by Agicap at 13% | ▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| B2B credit management | Receivables and billing | 0% | 25 of 108 | 11% | 9 | under 10 labels · led by Chaser at 16% | ▼−4Since September 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
| Invoicing software | Receivables and billing | 0% | 24 of 71 | 0% | 2 | under 10 labels · led by Zoho Invoice at 24% | newNew since September 2026: not ranked then, 0% now. |
| Payment orchestration platforms | Receivables and billing | 0% | 50 of 81 | 0% | 1 | under 10 labels · led by BlueSnap at 18% |
Movement
Since September 2026, Upflow moved past the floor in one of six categories: Accounts receivable auto, +12 points to 18%. It held within the floor in the other five.
Best category · Accounts receivable auto · by segment
Mid-market▲+12Since September 2026: 6% → 18%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked.
18%from 6% in September 2026
Cleared the floor by 2 pointsRank 6 → 1 of 75
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 10 pointsRank 21 → 14 of 71
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Accounts receivable auto | 6% | 18% | ▲+12Since September 2026: 6% → 18%, +12 points. Past the 10-point floor: movement. Read over the models both editions asked. | Moved past the floor | Rank 6 → 1 of 79 |
| B2B credit management | 4% | 0% | ▼−4Since September 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 9 → 25 of 108 |
| Cash flow forecasting | 2% | 5% | ▲+3Since September 2026: 2% → 5%, +3 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 17 → 7 of 101 |
| Cash application | 9% | 7% | ▼−2Since September 2026: 9% → 7%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 4 → 2 of 83 |
| Invoicing software | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 24 of 71, unchanged |
| Payment orchestration | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 50 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 Upflow 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 Upflow 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 | 2 | 1 | 0 | 0 | 3 |
| GPT-5.4 mini | 0 | 4 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 1 | 6 | 0 | 1 | 8 |
| Perplexity Sonar | 1 | 3 | 1 | 0 | 5 |
| Grok 4.1 Fast | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 1 | 2 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 2 | 4 | 0 | 1 | 7 |
| Llama 4 Maverick | 2 | 2 | 0 | 0 | 4 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 0 | 3 |
| Kimi K2 | 1 | 3 | 0 | 0 | 4 |
| GLM 4.7 FlashX | 2 | 2 | 0 | 1 | 5 |
| MiniMax M2.5 | 2 | 0 | 1 | 0 | 3 |
| GPT-6 Luna | 1 | 0 | 0 | 0 | 1 |
| Muse Glimmer 30B | 2 | 3 | 1 | 0 | 6 |
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
Direct52 labels14
Paraphrase43 labels15
Comparative27 labels4not counted in share
Budget-constrained28 labelsNone
Scale-constrained8 labels1
Negative13 labels3not counted in share
First choiceAlternativeMentionNegative171 labels in all, every segment counted; 30 of the 37 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.
“Upflow is the best cash flow forecasting software for B2B companies because it is the only platform that builds inflow projections from billing cohort collection rates” Muse Glimmer 30B · Cash flow forecasting · direct prompt · first choice
“Upflow is best for B2B companies where accounts receivable is the primary source of inflow uncertainty, typically mid-sized companies with $10M–$500M revenue” Claude Haiku 4.5 · Cash flow forecasting · direct prompt · first choice
“The best cash application software for B2B companies because it is the only platform that treats reconciliation as part of the collections process” Claude Haiku 4.5 · Cash application · comparative prompt · first choice
“start with Upflow for trust and collections integration, or Paystand if you want invoice delivery + payment matching in one AR stack.” Muse Glimmer 30B · Cash application · 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.
“there is a catch: you cannot automate payment chasing or use active credit-control features on the free tier” Gemini 3.5 Flash · B2B credit management · budget prompt · soft negative
“Higher monthly cost; better suited for mid‑size businesses with more complex workflows.” GLM 4.7 FlashX · Cash application · budget prompt · soft negative
“those typically start at $75–150/month, which may exceed a limited budget” DeepSeek V4 Flash · Accounts receivable auto · budget prompt · soft negative
Named alongside
The products named in the same answers as Upflow, over the 171 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Upflow was named but was not.ShowHide
Named alongside
The products named in the same answers as Upflow, over the 171 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Upflow 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 Upflow. 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 170 of the 171 answers that named Upflow and are not a share of its labels.
Domains cited
upflow.ioYour site107
chaserhq.com101
highradius.com69
g2.com62
learn.g2.com45
bluecopa.com42
tesorio.com35
worldmetrics.org33
gitnux.org32
lunos.ai32
451 of the 558 domain citations in answers naming Upflow came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
Where Upflow stands in Google search beside where it stands in the models' answers.ShowHide
Search and answers
Where Upflow stands in Google search beside where it stands in the models' answers.
ShowHideIn search
Google, US estimatesPosition for “ar automation tools”
–
not in the top ten
Position for “accounts receivable automation software”
–
not in the top ten
- Searches for its name, Google
- 880 a month (“upflow”)
- AI search demand for its name, est.
- 102 a month
- Organic visits to its site
- about 25,361 a month
- Searches its site ranks for
- 4,157 · 307 in the top three
- Sites linking to it
- 1,738
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
Ads on Google
None found in Google's ad transparency records for the US
In answers
This editionShare of first choices
17%
rank 1 of 79 in accounts receivable auto
First choices
30
across its categories
- Named in
- 171 answers
- Its own site cited
- in 170 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 upflow.io
803
subdomains included
Content
270
counted in the table below
Documentation
210
Product · Integration
8 · 20
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 183 | 15 | 2026-09-10 | Accounting software, Cash flow forecasting | |
| Case study | 67 | undated | |||
| Comparison | 12 | 1 | 2026-08-05 | ||
| News or press | 3 | 2 | 2026-08-27 | ||
| Template or tool | 2 | 0 | 2025-12-15 | ||
| Podcast or video | 2 | 0 | 2023-03-14 | ||
| Conference or event | 1 | undated |
Most recent
- 2026-09-10The cash collection glossary blog
- 2026-09-07From zero to collected blog
- 2026-08-27A new upflow for a new era of financial relationships news or press
- 2026-08-27A new upflow for a new era of financial relationships news or press
- 2026-08-06Saas finance the complete guide to managing cash in a subscription business blog
- 2026-08-05Crm vs frm comparison
How it is countedHide how it is counted
Every page upflow.io 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 Upflow
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
Upflow is its own company.ShowHide
The company
Upflow is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Accounts receivable software that gets you paid
- For
- B2B finance teams
- Price stated
- Plans by Invoiced Revenue, No Seat Fees upflow.io/pricing
- Starting price
- 333.00 upflow.io/pricing
- Free plan or trial
- Full AR visibility, free forever. upflow.io
- Certifications
- AICPA SOC 2 standardsSOC 2 standardsLevel 1 PCI compliant infrastructurePCI Service Provider Level 1 complianceSOC 2AICPA SOC 2
- Customers named
- ActivTrakInvictiFlinksPassportVeryableLatticeproductboardCorkboard Concepts
- Not stated on the pages read
- Integrations, hosting
What Upflow's own pages state, read September 28, 2026: upflow.io, upflow.io/pricing, upflow.io/features/payments, upflow.io/customers, upflow.io/partners. 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 Upflow'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 Upflow, 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 Upflow by email, built from the raw record of the edition. It shows:
- where Upflow 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 Upflow, 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.
Badges
Wins only: a badge exists where Upflow is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Wins only: a badge exists where Upflow is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideAccounts receivable automation
AI models recommend Upflow first in Accounts receivable automation this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Cash application
Upflow is among the products AI models recommend first in Cash application this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.
Wide · 320 × 104 Website, beside other badges
Square · 240 × 240 LinkedIn, slides
Compact · 200 × 56 Email signature, footer
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.