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Research Brief: AI Needs Quality Data, With No Exceptions
Research Brief
Oct 31, 2025
by
Stephen Catanzano
AI initiatives are advancing rapidly, yet many organizations struggle to achieve consistent outcomes when in production. The underlying factor separating leaders from laggards is data quality. Data that is accurate, complete, timely, and governed provides the foundation upon which AI can operate effectively. Data quality directly correlates with measurable gains in operational efficiency, innovation velocity, and financial performance, demonstrating that trust in data is the new determinant of AI success.