For the modern CIO or CTO, AI is no longer a "future" problem—it is a present-day mandate. Yet, a stark reality haunts the enterprise: 83% of generative AI projects remain stuck in the assessment or pilot phase , with only about 9% reaching full production . The industry is rife with "AI failures," but if you look closely at the wreckage, the AI itself is rarely to blame. These projects are failing because of fundamental software engineering oversights and a reliance on outda