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Paperless manufacturing only works when work instructions are controlled: revision history, approvals, sign-off, and audit-ready evidence. Here’s a practical path from PDFs in folders to digital OWIs that actually stick.

Most intranet search fails for predictable reasons: poor indexing, permissions, duplicates, and tribal knowledge. Here’s a practical Phase 1?Phase 2 approach: fix findability with proper search, then add AI answers with citations.

NCR, NCMR, and CAPA aren’t the same. Separate them properly and you get cleaner audits, better traceability, and quality trend data you can act on.

Not just definitions — which manufacturing metrics matter, which are vanity, and how to implement them correctly.