Developed a pre-data-room unconventional shale economic screening platform that combines traditional petroleum engineering workflows with Agentic AI review. The purpose is practical: help private equity groups, investment bankers, angel investors, small oil companies, and consultants form an early technical and financial view of an asset before committing major time and due-diligence cost.