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ARTICLE27

AI POC to Production: Deploying AI Successfully in Industry

DEV.to AIΒ·April 28, 2026

Most AI projects struggle to transition from POC to production due to challenges beyond model accuracy, including infrastructure, governance, and MLOps. Success requires clear KPIs, data readiness, and designing systems for full-scale deployment rather than treating AI as a one-time project.

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