Ensuring data quality, standards, and data governance (interfaces, documentation, semantics/metadata, ownership) in close collaboration ("handshake") with IT/OT * Technical interface and coordination between manufacturing, engineering, AI key users, and IT/OT; active stakeholder management * Support during use‑case intake: analysis of new use cases, development/maintenance of a use‑case funnel, prioritization and preparation for management decisions * Operationalization in production: monitoring, drift/change management, continuous improvement
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