Enterprises Treat AI Scaling As Business System
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.
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Sources
- Read OriginalFrom pilot to production: How to scale AI initiatives that actually deliver ROIdataconomy.com
