Why most enterprise AI programs fail — and how to turn them around

Enterprises have invested billions in AI, yet many programs remain stuck in proof-of-concept, with models that rarely influence decisions. The challenge isn’t technology — it’s operating models, fragmented data, governance gaps and organizational misalignment. To succeed, AI must be treated as a strategic capability that drives measurable business value to gain competitive advantage, not just a technical tool.