Guides, stories and engineering notes on running machine vision in production.
How image recognition actually works in industrial quality control — classic rule-based vision, training your own neural networks, and modern subscription-based camera systems.
Sep 7, 2026 · 10 min read
Vision systems give production lines eyes: cameras, lighting and software that inspect every product in real time. Here's how they work, what they're used for, and when they make sense.
Aug 31, 2026
Cognex makes excellent vision systems — and expensive ones. Here is a frank look at the real alternatives: Keyence, SICK, Zebra, Halcon-based builds, DIY OpenCV, AI-native vendors and Robopipe.
Aug 24, 2026
From 100% inline inspection to edge AI and traceability mandates — the quality control trends that matter for plant managers and engineers in 2026.
Aug 17, 2026
Roboflow is a great developer platform — but it's not the whole story for factory inspection. We compare CVAT, Landing AI, Edge Impulse, Supervisely, classic machine vision and Robopipe, honestly.
Aug 10, 2026
Keyence makes excellent vision systems — but they're not the only option. A practical look at Cognex, Omron, SICK, DIY builds and subscription-based systems like Robopipe.
Aug 6, 2026
Food products are irregular, lines are wet, and manual inspection doesn't scale. A practical comparison of four ways to automate visual quality control in food plants — and what to watch out for.
Aug 1, 2026
Tagging thousands of product images by hand is slow, inconsistent and error-prone — and bad metadata buries products in search. AI image labeling fixes all three.
Jul 22, 2026
Most plants accept a trade-off between inspection depth and throughput. With deep-learning inspection running at takt, you don't have to.
Jun 12, 2026
Why real-time feedback beats end-of-shift reports — and what changed when operators saw their pass rate live.
May 30, 2026
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