August 15, 2025
Why Your AI Projects Are Stuck in the Proof-of-Concept Stage: Common Pitfalls and How to Avoid Them
Organizations are investing heavily in artificial intelligence, yet many projects struggle to move beyond the proof-of-concept (POC) stage. AI implementers and project leaders often face significant hurdles when transitioning from experimental validation to practical, scalable deployment. This article examines the most common pitfalls that hinder AI projects from reaching production and shares insights supported by industry reports and studies.