Business2Financial is an automated toolkit that leverages LLM and 13 on-demand financial analysis skills to transform raw business data into financial models, reports, and dashboards.

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Last updated

2026-07-25

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FR-AI / ANALYSIS

Why it is worth attention

It uniquely combines LLM-based intelligent column mapping and business model inference with a comprehensive suite of 13 specialized financial analysis modules, all accessible via a simple CLI, making sophisticated financial modeling accessible to non-technical finance professionals.

Who it is for

  • Corporate finance staff and accountants
  • Financial analysts in SMEs
  • CFOs and financial controllers
  • Freelance financial consultants

Use cases

  • Automated P&L forecasting from sales/cost data with 12-36 month projections
  • Budget vs actual vs rolling forecast comparison for variance analysis
  • Multi-tax calculation and tax calendar generation
  • Unit economics analysis (CAC/LTV) for subscription businesses

Strengths

  • LLM-powered automatic column mapping eliminates manual data preprocessing
  • Provides 13 professional financial analysis models (sensitivity, Monte Carlo, CVP, etc.) out of the box
  • Outputs standard financial statement format (Excel, HTML dashboard) ready for presentation
  • Supports CSV and Excel with automatic encoding detection (UTF-8/GBK)

Considerations

  • Requires an LLM API key (e.g., GPT-4o-mini) for initial configuration and column mapping
  • Relies on LLM understanding of business context; may need manual verification in non-interactive mode
  • Large dataset performance and concurrency support are not documented in the README

README quick start

快速开始

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