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IndustriAI Consulting advises on industrial AI applications. Production and equipment data need clear quality checks and defined operational owners. Reliable use requires suitable data, human oversight and measurable tasks. Before deployment, teams should assess model limits, data flows, integrations, costs and operational ownership.