TechVision Expert Circle

Oct 20, 2026 · Artificial Intelligence

AI Projects Fail at 70%: Why 2026 Requires AI as Infrastructure

Analysis shows 70% of enterprise AI pilots never reach production because companies treat AI as isolated projects instead of shared infrastructure; the article details a four-layer AI platform architecture, key technologies like AI gateways and agentic workflows, organizational changes needed, and a manufacturing case study demonstrating 60% cost reduction and 4x faster deployment.