SIEMENS: From unstructured fragments to portfolio intelligence

Tackled portfolio information scattered across Siemens.com, the Xcelerator Marketplace (2k+ offerings), and internal product masters (3M+ records). Built a knowledge graph to ground conversational/RAG search in structured product, benefit, and use-case relationships, enabling more precise answers (e.g., comparing SIMOTION Scout vs. Sinamics Startdrive) than keyword or plain-AI search.