# Agicap vs Cash Flow Frog: which do AI models recommend for cash flow forecasting, October 2026

Finance AI Recommendation Index, October 2026 Edition, Cash flow forecasting. Three of fourteen models named Agicap first on the direct prompt; zero named Cash Flow Frog. Page: https://finance-ai-index.com/treasury/cash-flow-forecasting/agicap-vs-cash-flow-frog/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Agicap | 13% | #1 of 15 | 4% | 25 | 14 of 14 |
| Cash Flow Frog | 8% | #3 of 15 | 10% | 21 | 13 of 14 |

## The direct prompt, model by model

- GPT-5.4 mini: agicap first (first choices: Agicap) (alternatives: Datarails, Kyriba, Vena)
- Perplexity Sonar: agicap first (first choices: Agicap) (alternatives: Chaser, Cube, Upflow)
- Qwen 3.7 Flash: agicap first (first choices: Agicap) (alternatives: Chaser, Cube, Tesorio)
- Gemini 3.5 Flash: neither first, one named (first choices: Tesorio) (alternatives: Agicap, Centime, Cube, Nilus, Trovata)
- DeepSeek V4 Flash: neither first, one named (first choices: Tesorio) (alternatives: Agicap, Chaser, Float, Vena)
- Claude Haiku 4.5: neither named (first choices: Upflow) (alternatives: Abacum, Chaser, Cube, Tesorio)
- Grok 4.1 Fast: neither named (first choices: Chaser) (alternatives: Drivetrain, Float, Jirav)
- Mistral Small: neither named (first choices: Chaser, Cube) (alternatives: Prophix One, Tesorio)
- Llama 4 Maverick: neither named (first choices: Cube)
- Kimi K2: neither named (first choices: Chaser) (alternatives: Abacum, Cube, Fathom, Upflow)
- GLM 4.7 FlashX: neither named (first choices: Cube) (alternatives: Abacum, HighRadius)
- MiniMax M2.5: neither named (first choices: Upflow) (alternatives: Chaser, Drivetrain, Vena)
- GPT-6 Luna: neither named (first choices: Centime) (alternatives: Cube, Jirav, Planful, Tesorio)
- Muse Glimmer 30B: neither named (first choices: Tesorio, Upflow) (alternatives: Abacum, Float, Planful)

## What the models said about Agicap

- "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 Cash Flow Frog

- "products such as Float, Helm, Dryrun, and Cash Flow Frog are described as good within a narrow scope" (Perplexity Sonar, negative prompt, soft negative)
- "Simpler liquidity focus | 4.6/5 | Fast rolling forecasts | $100-1K/mo (test first)" (Grok 4.1 Fast, scale prompt, soft negative)
- "For most small-to-mid-sized businesses, Cash Flow Frog offers the best value with deep features at an affordable price" (MiniMax M2.5, 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, budget prompt, first choice)
- "Cash Flow Frog stands out as one of the best cash flow forecasting software options" (Grok 4.1 Fast, budget prompt, first choice)

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. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.