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Building AI applications: 5 moves from demo to deploy before wrong answers reach customers

Last Updated: October 19th, 2026

Progressive rollout matters more than demo performance because AI systems fail quietly. You push a prompt change, tests pass, and a week later users report degraded answers with no exception thrown. Some research and analyst forecasts suggest many GenAI pilots and agentic AI projects stall before…