Manufacturing leaders are inundated with Industry 4.0 claims. Every technology vendor promises transformation: connected factories, self-optimizing production lines, AI-powered quality at scale. Most of it is forward-looking speculation dressed as present reality. This post is about what is actually working — the specific AI applications in manufacturing that are delivering measurable outcomes today, the data […]
Every category of technology arrives with a set of beliefs that are partially true, selectively cited, and widely shared — until enough businesses test them against real experience. Then the picture corrects. AI is in that correction phase right now. The organizations that built their AI strategy on vendor hype are discovering the gap between […]
Most AI investment decisions are made backward. A vendor demo impresses the executive team. A competitor announces an AI initiative. An article on the industry association newsletter predicts that AI will reshape the sector. Someone in the room says “we need to do something.” A budget gets approved. Six months and a significant spend later, […]
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