Enterprise AI keeps stalling at the pilot stage because the underlying data can't be trusted. AI doesn't create organizational problems but it exposes the ones you already have. Before picking a model, get your data governance, architecture and business context right. The future of enterprise AI isn't about better models. It's about information architecture.