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If your NCMR data can’t produce a Pareto chart, it can’t drive improvement. Here’s what to capture so you can quantify cost of quality and build supplier scorecards without manual spreadsheet cleanup.
If your ISO/QMS documents live in folders and PDFs, the problem isn’t storage – it’s retrieval. Start with reliable search (findability), then add GraphRAG for answers with citations (answerability).
Training records prove competence. Work instructions control the process. Auditors expect both – and they expect them to be consistent. Here’s how to link them without bureaucracy.
Auditors don’t want “we trained people”. They want evidence: who was trained, on what, when, by whom, and how you know it was effective. Here’s a practical approach.
A practical NCMR workflow doesn’t need to be complicated. It needs consistent categories, controlled disposition/approvals, an audit trail, and data you can trend with Pareto charts.
Most downtime reasons and quality issues get lost between shifts. A simple handover routine + a shift management system can preserve the data that drives real improvement.
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.