Every AI initiative is downstream of data quality. The resurgence of disciplined warehouse modeling — powered by transformation tools and semantic layers — is why some enterprises deploy AI in weeks while others stall for quarters.
Start with the KPI dictionary. If finance, sales, and operations cannot agree on definitions, no AI system will produce trusted output.
