Three years after ChatGPT launched, businesses struggle to move from pilot projects to scalable production. Most firms fail to integrate generative AI into core workflows due to poor data architecture and missing governance. Practitioners must prioritize clean data pipelines over model selection to realize actual ROI. This shift moves AI from a novelty to a utility.