Industry Insights and Technical Articles
Notes from real production lines: why SOP documents do not translate into execution, how to choose between the available detection methods, and how to validate results after go-live.
All technical articles
Practical articles on line SOP execution, process error prevention, missing-step alarms and production traceability, newest first.
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How Long a Visual SOP Rollout Takes
A single station usually runs 6 to 12 weeks from arrival to stable operation. The algorithm is a minority of t…
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Manual Inspection vs Visual AI SOP Cost
The two cost structures are fundamentally different. Manual inspection is an ongoing expense that grows with s…
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Integrating with Different MES Vendors
Vendors differ far less in whether the link can be made to work than in three practical places: whether work-o…
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Vision SOP Budget and ROI
A vision SOP budget has five blocks: hardware, software licences, system integration, implementation services …
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Preventing Missing Operations: Five Methods Compared
There is no silver bullet for a missing operation. Paper sign-off depends on people, barcode routing depends o…
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Error-Proofing PV Module Lines
The quality risk in a PV module line sits before lamination, not at final test. Flipped glass, a missing or do…
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Why SOP Is Not Followed on the Line
SOPs rarely fail because operators ignore them. Five structural reasons explain almost every case: the standar…
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When Operators Resist the Cameras
Operators rarely push back on the technology itself. What they push back on is footage that can later be used …
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Vision vs Sensors: Who Does What
Vision and sensors are not competing options. Use a sensor whenever the answer can be written as a number or a…
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Edge or Server: Where Compute Goes
For most workstation-level visual SOP deployments, inference belongs at the station and the server belongs in …
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Visual AI SOP Selection: 12 Questions
The algorithm is rarely what kills a vision SOP project. The budget is signed before anyone has nailed down th…
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Popular articles
The most-read articles, for a quick grasp of SOP deployment and process error prevention.
- alarm fatigue Many visual SOP systems are not beaten by technical problems — they are muted by the floor. Once ala…
- visual SOP camera selection Camera selection for visual SOP is not the same as for product inspection. The subject is actions an…
- semiconductor die bonding Semiconductor packaging stations are characterised by high precision, fast cycle times and strict cl…
- wrong assembly alarms The most common reason a visual SOP project fails is not poor recognition — it is too many false ala…
- preventing skipped steps A skipped step and a missing operation are different problems. In a skipped step every operation was…
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