This session will present a platform built through vibe coding using Autodesk Platform Services APIs, Autodesk Forma (formerly Autodesk Construction Cloud), and AI code generation to automate the full data validation cycle for Civil 3D models. The platform pulls files from Forma, extracts metadata via the Model Derivative API, and ingests project requirement PDFs. An AI layer converts PDFs into structured validation rules, then runs them against the model to produce a detailed conformity report, flagging gaps, mismatches, and missing attributes without manual checks. The session will also cover key lessons from development, AI-driven architecture, and real-world use cases showing practical impact at scale.