Building AI That Actually Delivers: Six Principles for Turning Intelligence Into Impact

In the current landscape, AI is frequently positioned as the universal solvent for operational friction. From predictive forecasting to complex automation, "adding AI" is often framed as a shortcut to superior outcomes. However, intelligence without intent rarely creates value; in fact, MIT's "The GenAI Divide: State of AI in Business 2025" indicates that roughly 95% of enterprise AI projects fail to deliver measurable business impact.