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
Cash flow forecasting	Treasury and cash	2%	12 of 86	0%	18	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Cash Flow Frog 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 Cash Flow Frog 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	0	0	1	1
GPT-5.4 mini	0	1	0	1
Gemini 3.5 Flash	1	0	0	1
Perplexity Sonar	0	1	0	1
Grok 4.1 Fast	1	1	0	2
Mistral Small	0	1	1	2
DeepSeek V4 Flash	1	2	0	3
Llama 4 Maverick	0	1	1	2
Qwen 3.7 Flash	0	0	1	1
Kimi K2	0	1	0	1
GLM 4.7 FlashX	0	1	0	1
MiniMax M2.5	0	1	1	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

Direct9 labels3

Paraphrase2 labels1

Comparative16 labels2not counted in share

Budget-constrained20 labels3

Scale-constrained9 labels1

Negative7 labels1not counted in share

First choiceAlternativeMentionNegative63 labels in all, every segment counted; 8 of the 11 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.

“Use a dedicated tool like Float or Cash Flow Frog (published pricing, standard bank/accounting integrations)” DeepSeek V4 Flash · Cash flow forecasting · negative prompt · first choice

“Choose Cash Flow Frog (~$33/mo) or Helm (~$32/mo) if you want a professional-grade, automated dashboard” Gemini 3.5 Flash · Cash flow forecasting · budget prompt · first choice

“Cash Flow Frog (often ranked #1 overall for SMBs)” Grok 4.1 Fast · Cash flow forecasting · comparative prompt · first choice

“For a modest monthly investment, Cash Flow Frog gives you 36‑month forecasts and strong integrations.” GLM 4.7 FlashX · Cash flow forecasting · 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 Cash Flow Frog, over the 63 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.

ProductSame answerTook the first choice insteadHead to head

Float51 of 6318Not in the top three

Pulse26 of 631Not in the top three

Fathom24 of 631Not in the top three

Dryrun20 of 630Not in the top three

Anaplan17 of 630Not in the top three

QuickBooks Cash Flow Planner15 of 638Not in the top three

Kyriba15 of 635Not in the top three

Agicap14 of 630Not in the top three

Cube13 of 633Not in the top three

Workday Adaptive Planning13 of 630Not 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 Cash Flow Frog. 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 54 of the 63 answers that named Cash Flow Frog and are not a share of its labels.

Domains cited

guideflow.com37

cashflowfrog.comYour site30

cubesoftware.com30

g-accon.com27

tesorio.com25

fathomhq.com20

wise.com18

worldmetrics.org17

upflow.io16

ledge.co15

205 of the 235 domain citations in answers naming Cash Flow Frog came from somebody else's page.

Pages cited

guideflow.com/blog/cash-flow-forecasting-software35

cubesoftware.com/blog/best-cash-forecasting-software29

g-accon.com/the-best-cash-flow-forecasting-software27

tesorio.com/blog/best-cash-flow-forecasting-software-in-2026-reviewed-and-compared25

fathomhq.com/blog/the-best-cash-flow-forecasting-software18

wise.com/gb/blog/best-cashflow-management-software18

upflow.io/software/best-cash-flow-forecasting16

ledge.co/content/best-cash-flow-software15

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 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.

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 cashflowfrog.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.