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Cash flow forecasting · November 2026 Edition

Cash Flow Frog vs Prophix One

Zero of fourteen models named Cash Flow Frog first on the direct prompt; three named Prophix One. Cash Flow Frog was named by thirteen of the fourteen models and Prophix One by thirteen and Cash Flow Frog carries 23 labels and Prophix One 21, so the shares are not directly comparable.

Cash Flow Frog

accepted challenger

Named in one category this edition.

Prophix One

accepted challenger

Named in six categories this edition.

First-choice share7%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 22; printed, not drawn.
Labels2321A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Cash Flow Frog reading right to left. Rank and label count are printed, not drawn.Tesorio was named alongside these two in eight of the fourteen direct answers. Agicap vs Cash Flow Frog · Agicap vs Prophix One · Upflow vs Cash Flow Frog

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the cash flow forecasting page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Cash Flow FrogFirst choices, of fourteen modelsProphix One
Direct03
Paraphrase00
Comparative10
Budget-constrained40
Scale-constrained01
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Cash Flow Frog and Prophix One stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Cash Flow Frog Prophix One first choice named as an alternative argued againstblank: not namedEach cell is one answer, Cash Flow Frog on the left and Prophix One on the right.

The direct prompt

The plain question, one answer per model, grouped by where Cash Flow Frog and Prophix One stood in it.

Prophix One first, Cash Flow Frog not the choice

3 of 14 modelsCash Flow Frog was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Prophix One alternatives: Chaser, Cube, Tesorio, Trovata
Mistral SmallProphix One, Upflow alternatives: Chaser, Tesorio
Muse Glimmer 30BDrivetrain, Prophix One alternatives: Abacum, Agicap, Chaser, Tesorio, Trovata, Upflow, Vena

Neither was the first choice, one was named

9 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarUpflow alternatives: Chaser, Prophix One, Tesorio
Grok 4.20Drivetrain alternatives: Agicap, Cash Flow Frog, CashAnalytics, Float, Prophix One, Vena
DeepSeek V4 FlashAgicap alternatives: Centime, Chaser, Prophix One, Tesorio, Upflow
Llama 4 MaverickChaser alternatives: Prophix One, Upflow, Vena
Qwen 3.7 FlashTesorio, Upflow alternatives: Prophix One, Trovata, Vena
Kimi K2Agicap, Drivetrain alternatives: Chaser, Cube, Prophix One, Vena
GLM 4.7 FlashXDrivetrain alternatives: Agicap, Float, Prophix One, Vena
MiniMax M2.5Centime, Upflow alternatives: Prophix One, Vena
GPT-6 LunaAgicap alternatives: Centime, Prophix One, Tesorio

Neither was named

2 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniKyriba alternatives: Agicap, Anaplan, Drivetrain
Gemini 3.5 FlashCentime, Tesorio alternatives: Abacum, Agicap, Cube, Trovata

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Cash Flow Frog leads by twenty points.
Cash Flow Frog20%#2 of 11
Prophix One0%#– of 11
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Cash Flow Frog7%#5 of 22
Prophix One7%#6 of 22
The full mid-market standing →
Enterprise
The order flips: Prophix One leads at enterprise.
Prophix One4%#6 of 16
Cash Flow Frog0%#– of 16
The full enterprise standing →

What the models said about Cash Flow Frog

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“Best low-cost automation: Cash Flow Frog (starts around $55/month, 14-day free trial, auto-syncs with most accounting platforms)” GLM 4.7 FlashX · budget prompt · first choice
“the best cash flow forecasting software is usually Float or Cash Flow Frog” GPT-5.4 mini · budget prompt · first choice
“Start with Float or Cash Flow Frog for ease and affordability.” Grok 4.20 · comparative prompt · first choice

What the models said about Prophix One

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Prophix One is built for mid-market teams that want cash forecasting connected to budgeting, planning, and financial close in one platform” Claude Haiku 4.5 · direct prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.