Pulse vs Cash Flow Frog
Zero of fourteen models named Pulse first on the direct prompt; zero named Cash Flow Frog. Pulse was named by eleven of the fourteen models and Cash Flow Frog by thirteen and Pulse carries 14 labels and Cash Flow Frog 23, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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
PulseFirst choices, of fourteen modelsCash Flow Frog
Across every category in the November 2026 Edition, Pulse and Cash Flow Frog were named in the same answer thirty-two times, of the 47 answers naming Pulse and the 68 naming Cash Flow Frog. In those answers Cash Flow Frog took the first choice ten times and Pulse thirteen.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | | |
Pulse Cash Flow Frog first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pulse on the left and Cash Flow Frog on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.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
Cash Flow Frog20%#2 of 11Pulse13%#3 of 11Pulse9%#3 of 22Cash Flow Frog7%#5 of 22Pulse0%#– of 16Cash Flow Frog0%#– of 16What the models said about Pulse
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“it's a basic SMB-focused tool that lacks the depth for anything beyond simple forecasting” DeepSeek V4 Flash · negative prompt · soft negative
“Pulse plans start at $29 per month with a 30-day free trial, and is suitable for very small businesses on a tight budget.” Llama 4 Maverick · budget prompt · first choice
“For most small businesses with a tight budget, Pulse ($29/mo) is the most cost-effective entry point.” Qwen 3.7 Flash · budget prompt · first choice
“For a company with a truly limited budget, Pulse at $29/month is the best overall choice” DeepSeek V4 Flash · budget prompt · first choice
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
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.