Break the Cycle: How to Build AI POCs That Actually Ship Despite the hype, most AI proof of concepts (POCs) never make it past the demo stage. The issue isn’t just technical, teams often design POCs to impress executives, not to survive under real-world con... AI POC cost management engineering best practices machine learning production readiness remocal workflow user-centered design