Analysismlopsgovernancelifecycle management
Enterprises Treat AI Scaling As Business System
8.5
Relevance Score
An industry analysis warns that most AI pilots fail at the production handoff and urges organizations to treat scaling as a business-system design problem rather than a model-selection issue. It synthesizes research from Hofmann, Kreuzberger, John and others on strategy taxonomies, MLOps as a production contract, and NIST-aligned governance to recommend capability investments, evidence chains, and lifecycle controls for regulated environments.
