OG Optimizer
An AI-powered platform designed to maximize Net Present Value (NPV) in oil and gas drilling programs using Bayesian optimization and natural language control.
OG Optimizer is a sophisticated platform built to optimize drilling programs, specifically tailored for Texas oil fields. It leverages advanced optimization techniques to maximize economic returns while managing risk and uncertainty.
Key highlights include:
- Dual Optimization Engine: Combines fast heuristic searches with high-accuracy Bayesian optimization via Google Cloud Vizier.
- Natural Language Interface: Powered by Gemini 2.5, allowing users to control complex parameters and query NPV scenarios using chat commands.
- Risk Management: Incorporates Monte Carlo simulations for P10/P50/P90 scenarios and sensitivity analysis for volatile oil prices.
- Constraint Programming: Uses Google OR-Tools to solve complex drilling schedules and resource allocation problems.
The interface is built with NiceGUI and Plotly, providing a highly reactive and visual dashboard for real-time decision-making.