Agicap vs Float
Three of fourteen models named Agicap first on the direct prompt; zero named Float. Agicap was named by fourteen of the fourteen models and Float by thirteen and Agicap carries 25 labels and Float 36, so the shares are not directly comparable.
Named in three categories this edition.
Named in five categories 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
AgicapFirst choices, of fourteen modelsFloat
Across every category in the October 2026 Edition, Agicap and Float were named in the same answer thirty-two times, of the 112 answers naming Agicap and the 161 naming Float. In those answers Float took the first choice ten times and Agicap two.
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 4.1 Fast | | | | | ||
| 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 | | | | | |
Agicap Float first choice named as an alternative argued againstblank: not namedEach cell is one answer, Agicap on the left and Float on the right.The direct prompt
Agicap first, Float not the choice
3 of 14 modelsFloat was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
4 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 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
Agicap13%#1 of 15Float8%#2 of 15Float2%#8 of 12Agicap0%#– of 12What the models said about Agicap
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Agicap has a lack of detailed KPIs tracking, complex initial setup, and is limited to treasury management only” Claude Haiku 4.5 · negative prompt · soft negative
“Agicap is currently widely regarded as a market leader for mid-market finance teams (scoring highest in recent industry analyses for cash flow forecasting)” Qwen 3.7 Flash · direct prompt · first choice
What the models said about Float
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“products such as Float, Helm, Dryrun, and Cash Flow Frog are described as good within a narrow scope, but they do not produce a full P&L or balance-sheet forecast” Perplexity Sonar · negative prompt · soft negative
“Float is risky if you are not on Xero/QuickBooks/FreeAgent, need heavy custom reporting, have strong seasonality..."Absolutely hopeless for seasonal business"” Muse Glimmer 30B · negative prompt · soft negative
“Poor seasonal business support | Float (limited to recent 3 months or manual input...) | Seasonal SMBs—users report it's "hopeless" without custom fixes.” Grok 4.1 Fast · negative prompt · soft negative
“If you are a small business using Xero/QuickBooks: Start with Float. It is the most intuitive and affordable way to stop guessing your cash runway.” GLM 4.7 FlashX · comparative prompt · first choice
“Float is the go-to cashflow forecasting pick for finance teams that need rolling views driven by invoices, bills, and bank activity” Muse Glimmer 30B · comparative prompt · first choice
“Float is frequently recommended as one of the best cash flow forecasting software options” Mistral Small · budget 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.