Successful AI Orgs Invest 4× More in Data Foundations

The latest Gartner data reinforces what practitioners already see: AI ROI is not a model problem. It is a data foundation problem. Organizations with successful AI outcomes invest up to 4× more in data quality, governance, and AI-ready talent. Top performers allocate nearly 60% of AI spend to foundations, not tools. At scale, the constraint is not model performance. It is trust in the data. If your data is fragmented, poorly governed, or low quality, no model will fix that. Build the foundation first: • Data quality and reliability • Governance and access controls • Scalable, AI-ready data architecture • Talent that bridges data and business Everything else compounds from there.