A 10-agent AI platform that turns unstructured financial reports into structured metrics, risk flags, and executive commentary
Rather than functioning as a chatbot, FRIS transforms unstructured financial documents — income statements, balance sheets, cash flow statements — into structured metrics, insights, and business intelligence through a specialised multi-agent architecture: document processing, metrics extraction, financial calculations, data quality, financial analysis, insight generation, risk assessment, visual blueprints, narrative synthesis, and export.
The guiding principle: every insight should be traceable to source evidence. Python performs the calculations; AI provides the interpretation — evidence-linked risk assessment and anomaly detection, trend and variance analysis across reporting periods, and AI-generated management commentary, with model-agnostic support for local models (Ollama, Phi-3 Mini, Llama 3.1) or hosted providers (OpenAI, Anthropic, Google Gemini).
Full architecture, agent design, and test suite are on GitHub.