· Amit Kothari · AI
AI operations: the missing discipline
Between technical MLOps and general business operations lies a missing discipline that determines whether AI creates lasting value or becomes expensive technical debt. With roughly 80 percent of AI projects failing in production, this ai operations framework applies Lean Six Sigma principles like continuous monitoring, quality assurance, and systematic improvement to AI systems at scale.