Architecture Practice Methods

Jul 7, 2026 · Industry Insights

Gartner's 30% AI Project Failure Prediction: Why PoCs Succeed but Production Fails

Gartner predicts 30% of generative AI projects will be abandoned post-PoC, rising to 50-60% without AI-ready data; this analysis reveals why PoCs succeed but production fails due to unclear business value, underestimated costs, data quality gaps, and poor business integration.