Generative AI work-instruction authoring is arriving as a standard MES/PLM feature in 2026, but it only produces trustworthy output when it’s fed a structured digital thread — not raw PDFs and CAD exports. Here’s the readiness framework and review gate that separates working deployments from expensive pilots.
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