Document Model

Prototype AI · fintech 2025

AI contract analysis with a Monte Carlo engine for probabilistic risk assessment.

Python 3.13
FastAPI
OpenAI GPT-4o
NumPy
Pandas
SciPy
Matplotlib
PostgreSQL

Overview

Document Model extracts a financial model straight from a PDF or text contract using GPT-4o, then runs a Monte Carlo simulation over thousands of trajectories to produce a risk assessment — stability ratings, sensitivity heatmaps, and outcome distributions — exposed through a FastAPI service.

Highlights

PDF & text parsing with AI model extraction (GPT-4o)
Configurable Monte Carlo simulation engine
Stability ratings: Very Stable → Volatile
Sensitivity heatmaps and trajectory plots
PostgreSQL persistence + REST API