Blog · AI visual inspection
Notes from the inspection line.
Anomaly detection, few-shot training, edge deployment and the metrics that matter: practical writing for integrators, quality managers and automation engineers.
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The cost of a missed defect: putting a number on one escape
What one escaped defect really costs downstream under the rule of ten, plus direct and indirect cost, and how a 0.69% false-negative rate keeps escapes from reaching the field.
July 2026 · 7 min read
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How to benchmark a machine vision vendor: 12 questions and the numbers behind them
A buyer checklist of 12 questions that force a machine vision vendor to state F1, false-negative rate, per-part time and where your images go, with a good-answer versus red-flag table.
July 2026 · 8 min read
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Build vs buy a machine vision system: a decision framework for 2026
When to assemble a custom camera-lighting-PC-software stack versus deploy a pre-integrated unit, framed around engineering hours, not licence lists.
July 2026 · 6 min read
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Total cost of ownership of an AI inspection system (without a price tag)
A framework to reason about the lifetime cost of AI inspection, engineering hours, escapes avoided, maintenance and egress, without quoting a price.
July 2026 · 6 min read
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Human vs AI inspection: where each wins on a production line
An honest comparison of manual and AI inspection on consistency, speed, escapes and edge cases, and where a hybrid keeps a human adjudicating the borderline while AI screens every part.
July 2026 · 7 min read
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Adding vision to your portfolio without hiring a vision engineer
The skills gap, not hardware cost, keeps integrators out of inspection. A pre-trained unit that learns from 20 good images closes it, no vision hire.
July 2026 · 6 min read
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AI inspection adoption: how manufacturers move from pilot to production line
A staged path from a single-cell AI inspection pilot to a rolled-out line: scope, install in about 30 minutes, train on 20 images, measure the false-negative rate, then replicate.
July 2026 · 7 min read
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Inspection payback without a price tag: an ROI framework you can fill in
A fill-in payback model for AI inspection: plug in your own defect rate, labor and scrap to size the return, then request a scoped quote for the one missing number.
July 2026 · 7 min read
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Aiming the inspection camera without a laptop
How an on-device preview lets one person frame, focus the 12 MP C-mount optic and set lighting at the mount, so the Aim step needs no tethered laptop.
July 2026 · 7 min read
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Air-gapped model updates: how to improve an offline inspector safely
A practical USB update procedure for a disconnected inspection line: retrain off the line, validate on the cell, version and roll back, with change-control sign-off.
July 2026 · 7 min read