Quality and compliance
Non-conformities, control, audits and the cost of poor quality: what AI surfaces, and what the human decides.
Articles on quality and compliance
Quality and compliance
AI and industrial quality: what it flags, what the human decides
AI in industrial quality surfaces defects, sorts nonconformities and finds recurring causes. What it flags, what the human decides.
Quality and compliance
Detecting biofilms and bacteria: my UV 365 nm and AI hypothesis
UV-A fluorescence at 365 nm reveals organic residues, not bacteria. What it shows, its false positives, what AI can read in it.
Quality and compliance
AI in the pharmaceutical industry: use cases, risks and regulation
Real AI use cases in the pharmaceutical industry: vision, batch records, deviations, sterile utilities, and the GMP, Annex 11 and 21 CFR Part 11 framework.
Quality and compliance
Preparing for an IFS Food audit with AI, without losing weeks
Preparing for an IFS Food audit without losing weeks: what the auditor demands, where the evidence hides, and what AI assembles for you, without deciding.
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- Corrosion ratemm/yr
- MTBF · MTTR · uptimereliability
- Thickness logtrend
- Inspection intervaldue date
- Report templateCMMS
- Unit convertermm · psi
- Lost hoursROI
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Quality and compliance
Preparing for a quality audit without losing two weeks: the role of AI
Gathering evidence for a quality audit takes days. How AI assembles the dossier by semantic search, without carrying the responsibility in your place.
Quality and compliance
Why the same nonconformities keep coming back, and what AI changes
Why the same nonconformities keep coming back despite 8D and CAPA, and how AI surfaces the recurrences that case-by-case handling never sees.
Quality and compliance
Quantifying what poor quality really costs you, to defend a budget
Scrap, rework, returns and complaints, scattered and never added up. How to aggregate the real cost of poor quality with AI to defend a budget.
Quality and compliance
Visual inspection depends on the operator, and what AI vision changes
Visual inspection varies with the operator and fatigue. What AI vision standardises, and the confidence threshold that returns ambiguous cases to humans.
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