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Latest / Rene Grywnow’s 5-Minute Business Punch

Building Trust in Industrial AI: From Pilot to Production

Week 31 covered what regulation demands. Week 32 asks the quieter question underneath: even where the rules are clear, why do most industrial AI pilots never scale? The honest answer has less to do with the model and more to do with trust.

The gap is bigger than steering committees assume — RAND found ~80% of enterprise AI projects fail to deliver promised value, and Gartner puts full ROI success near 28%. The usual culprit is data: pilots run on curated datasets that don’t exist at production volume across every plant’s real equipment. Pilot performance then tears along four seams — system…

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