Small business=heldSince September 2026: 15% → 14%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
14%from 15% in September 2026
Inside the floor by 10 pointsRank 2 of 100, unchanged
1 category · RankedCash Flow Frog
57Judge labels
13First choices
4Negative labels
14 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
16% in Cash flow forecasting for small business buyers
Rank 3 of 101 in the mid-market standingaccepted challenger
0 of 14 models made it the first choice on the direct prompt; 10% of its 21 labels there were negative.
What the models named instead of Cash Flow Frog →By buyer segmentStrongest at small business.
Small business2 of 107
16%32 labels
accepted challenger
Mid-market3 of 101
8%21 labels
accepted challenger
Enterprise85 of 107
0%3 labels
under the label threshold
In cash flow forecasting · 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 Cash Flow Frog 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 flow forecasting | Treasury and cash | 8% | 3 of 101 | 10% | 21 | accepted challenger | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Cash Flow Frog held within the floor in its one category: no change cleared 10 points.
Best category · Cash flow forecasting · by segment
Mid-market▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.
9%from 2% in September 2026
Inside the floor by 3 pointsRank 12 → 4 of 96
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 72 → 89 of 97
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Cash flow forecasting | 2% | 9% | ▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 3 of 101 |
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 Cash Flow Frog 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 Cash Flow Frog 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 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 1 | 2 | 1 | 1 | 5 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 1 | 0 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 2 | 0 | 3 |
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
Direct6 labels4
Paraphrase2 labelsNone
Comparative12 labels2not counted in share
Budget-constrained22 labels7
Scale-constrained5 labels2
Negative10 labels1not counted in share
First choiceAlternativeMentionNegative57 labels in all, every segment counted; 13 of the 16 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.
“For most small-to-mid-sized businesses, Cash Flow Frog offers the best value with deep features at an affordable price” MiniMax M2.5 · Cash flow forecasting · comparative prompt · first choice
“with Float and Cash Flow Frog being strong picks for an automated view of your cash position” Claude Haiku 4.5 · Cash flow forecasting · budget prompt · first choice
“Cash Flow Frog stands out as one of the best cash flow forecasting software options” Grok 4.1 Fast · Cash flow forecasting · budget prompt · first choice
“start with free tools (Excel, Wave, Cash Flow Frog, or Lunos)” GLM 4.7 FlashX · Cash flow forecasting · 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.
“products such as Float, Helm, Dryrun, and Cash Flow Frog are described as good within a narrow scope” Perplexity Sonar · Cash flow forecasting · negative prompt · soft negative
“Simpler liquidity focus | 4.6/5 | Fast rolling forecasts | $100-1K/mo (test first)” Grok 4.1 Fast · Cash flow forecasting · scale prompt · soft negative
Named alongside
The products named in the same answers as Cash Flow Frog, over the 57 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Cash Flow Frog was named but was not.ShowHide
Named alongside
The products named in the same answers as Cash Flow Frog, over the 57 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Cash Flow Frog 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 Cash Flow Frog. 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 57 of the 57 answers that named Cash Flow Frog and are not a share of its labels.
Domains cited
guideflow.com37
quicken.com34
drivetrain.ai31
tesorio.com30
floatapp.com25
cashflowfrog.comYour site24
abacum.ai20
worldmetrics.org19
xero.com17
fathomhq.com16
229 of the 253 domain citations in answers naming Cash Flow Frog came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
cashflowfrog.com ranks 5 on Google for the category's searches. In the answers, Cash Flow Frog takes 8% of first choices and Agicap takes 13%.ShowHide
Search and answers
cashflowfrog.com ranks 5 on Google for the category's searches. In the answers, Cash Flow Frog takes 8% of first choices and Agicap takes 13%.
ShowHideIn search
Google, US estimatesPosition for “cash forecasting tools”
–
not in the top ten
Position for “cash flow forecasting software”
–
not in the top ten
- Searches for its name, Google
- 320 a month (“cash flow frog”)
- AI search demand for its name, est.
- 1 a month
- Organic visits to its site
- about 9,412 a month
- Searches its site ranks for
- 4,481 · 127 in the top three
- Sites linking to it
- 907
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
8%
rank 3 of 101 in cash flow forecasting
Segment leader
13%
Agicap
- First choices
- 13 across its categories
- Named in
- 57 answers
- Its own site cited
- in 57 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 cashflowfrog.com
392
subdomains included
Content
273
counted in the table below
Documentation
51
Product · Integration
9 · 10
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 144 | 4 | 2026-08-28 | Cash flow forecasting, Financial consolidation | |
| Glossary or explainer | 110 | 0 | 2025-07-22 | ||
| Comparison | 18 | 1 | 2026-08-28 | Cash flow forecasting | |
| Template or tool | 1 | undated |
Most recent
- 2026-08-28How to forecast cash flow in odoo blog
- 2026-08-28Odoo cash flow statement vs forecast comparison
- 2026-08-28Odoo multi company cash flow consolidation blog
- 2026-08-28Cash flow forecasting software for odoo blog
- 2026-07-16How to calculate profit margin blog
- 2026-01-15How to calculate free cash flow blog
How it is countedHide how it is counted
Every page cashflowfrog.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. Read September 29, 2026.
Names read as Cash Flow Frog
What the judge wrote, as written, with how often. The vendor table decides that these count as Cash Flow Frog; a claim can dispute any of them.
Float/Cash Flow Frog 1
Follow Cash Flow Frog
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
Cash Flow Frog is its own company.ShowHide
The company
Cash Flow Frog is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Cash Flow Forecasting & Planning Software; a simple yet powerful cash flow forecasting and scenario planning tool
- For
- businesses actively growing, not just reporting on the past
- Price stated
- lowPrice 33.00 USD cashflowfrog.com
- Starting price
- 33.00 cashflowfrog.com
- Free plan or trial
- 14-day free trial cashflowfrog.com
- Integrations claimed
- 8 cashflowfrog.com · 9 cashflowfrog.com/pricing pages disagree
- Certifications
- ISO 27001GDPRPCI2FA Supported
- Customers named
- Publish Your Gift®Hughes Engineering, PLLCAlbion Bookkeeping & ConsultingFuture Cash Insight
- Not stated on the pages read
- Hosting
What Cash Flow Frog's own pages state, read September 28, 2026: cashflowfrog.com, cashflowfrog.com/pricing, cashflowfrog.com/features, cashflowfrog.com/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 Cash Flow Frog'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 Cash Flow Frog, 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 Cash Flow Frog by email, built from the raw record of the edition. It shows:
- where Cash Flow Frog 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 Cash Flow Frog, 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 Cash Flow Frog 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 Cash Flow Frog is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.
ShowHideCash Flow Frog is among the products AI models recommend first in Cash flow forecasting 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.