Insights
Insights, best practices, and industry trends in AI-powered manufacturing quality control
August 2026
How unsupervised anomaly detection finds defects you have never photographed, why it suits textured and low volume parts, and the cases where a trained defect model is still the better answer.
August 2026
How to validate a vision recipe offline against known parts, build a test set that does not flatter you, and run a repeatability study on an AI inspection before it gates production.
August 2026
Accuracy is the wrong number for an inspection station. Escapes, overkill, yield and gauge R&R are what quality engineers actually need, and how to measure them before a system goes live.
August 2026
How AI OCR reads serial numbers, date codes and cast-in part marks with no training images, where it beats template-based character recognition, and the surface conditions that still decide the outcome.
August 2026
Why an alignment step lets you spend less on fixturing, how a learned aligner differs from edge-based pattern matching, what the speed modes cost in cycle time, and when to skip alignment entirely.
August 2026
A practical guide to machine vision lighting: the six geometries, how to pick one from the defect you need to find, and why most failed inspection projects are lighting problems blamed on the algorithm.
August 2026
How global and rolling shutters differ, why a rolling shutter skews a moving part, when a strobe makes rolling shutter workable, and how to tell which one your line needs.
August 2026
What a telecentric lens actually fixes, how it differs from a standard lens, when perspective error makes it the only correct choice, and when it is an expensive habit.
July 2026
The 2026 Cyclospora outbreak that the CDC and FDA linked to shredded iceberg lettuce served at Taco Bell, supplied by Taylor Farms, exposed the limits of manual inspection in fresh-cut produce. See what optical AI inspection can and cannot do, with results from our own leafy green benchmark.
June 2026
US manufacturing faces up to 2 million unfilled jobs by 2033. See how edge AI vision inspection lets manufacturers scale quality output without scaling headcount.
June 2026
The CMMC Level 2 deadline lands November 10, 2026. See how edge AI vision inspection keeps CUI inside your boundary and simplifies your compliance scope.
June 2026
By 2026, most AI inference runs at the edge. Compare edge and cloud AI vision inspection on latency, data control, cost, and reliability for manufacturing.
Showing 1–12 of 104 articles
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