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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Tesorio | 10% | #2 of 14 | 5% | 22 | 11 of 12 |
| Cash Flow Frog | 2% | #7 of 14 | 0% | 18 | 12 of 12 |

## The direct prompt, model by model

- Claude Haiku 4.5: tesorio first (first choices: Tesorio) (alternatives: Billtrust, Cube, Drivetrain)
- Gemini 3.5 Flash: tesorio first (first choices: Centime, Tesorio) (alternatives: Agicap, Cube, Mosaic, Trovata)
- Kimi K2: tesorio first (first choices: Tesorio) (alternatives: Agicap, Chaser, Cube, Float)
- GPT-5.4 mini: neither first, one named (first choices: Agicap) (alternatives: Cube, Float, Tesorio)
- MiniMax M2.5: neither first, one named (first choices: Chaser) (alternatives: Cube, Tesorio)
- Perplexity Sonar: neither named (first choices: Abacum, Drivetrain) (alternatives: Chaser, Cube, Vena)
- Grok 4.1 Fast: neither named (first choices: Chaser, Drivetrain) (alternatives: Abacum, Upflow)
- Mistral Small: neither named (first choices: Cube) (alternatives: Abacum, Chaser)
- DeepSeek V4 Flash: neither named (first choices: Abacum) (alternatives: Centime, Chaser, Cube, Drivetrain)
- Llama 4 Maverick: neither named (first choices: Cube) (alternatives: Abacum, Agicap, Chaser, GTreasury)
- Qwen 3.7 Flash: neither named (first choices: Chaser) (alternatives: Abacum, Phocas Software, Vena)
- GLM 4.7 FlashX: neither named (first choices: Chaser) (alternatives: Abacum, Drivetrain, Float, Futrli, Upflow)

## What the models said about Tesorio

- "Tesorio: Users report sync issues with ERP systems, invoicing delays, and missing features around payment recording and reporting" (MiniMax M2.5, negative prompt, soft negative)
- "1. Tesorio – Best for B2B SaaS & Tech Companies ... Choose Tesorio if you're in tech/SaaS and want the most accurate AR-based forecasting" (Kimi K2, direct prompt, first choice)
- "Tesorio is a good fit for mid-market SaaS and subscription businesses that need forecasting and AR automation in one platform" (Claude Haiku 4.5, direct prompt, first choice)

## What the models said about Cash Flow Frog

- "Use a dedicated tool like Float or Cash Flow Frog (published pricing, standard bank/accounting integrations)" (DeepSeek V4 Flash, 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, budget prompt, first choice)
- "Cash Flow Frog (often ranked #1 overall for SMBs)" (Grok 4.1 Fast, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.