This paper introduces AIGen, a modular tool that automates the generation of machine-readable AI Bills of Materials (AIBoMs) compliant with the SPDX 3.0 AI profile. AIGen integrates with MLflow and combines mining heuristics with Large Language Models to document AI system components, addressing the critical need for transparent and accountable AI supply chain governance.