INSIGHTS
Insights
Practical notes on what actually comes up when adopting manufacturing AI — preparing data, validating models and running them in production.
Manufacturing Data Standardization: What AAS and KS X 9101 Actually Do
What AAS, OPC-UA and KS X 9101 each solve, the order in which to standardize manufacturing data, and the costs that surface later when standardization is skipped.
Hard-to-Catch Molding Defects: What AI Vision Inspection Does Differently
Why rule-based vision cameras miss hard-to-detect defects in injection molding and how deep learning inspection handles them, including what to do when defect samples are scarce and how to keep line speed.
AI Predictive Maintenance: The Data and Steps to Check Before You Start
What data you need and in what order to proceed when adopting AI predictive maintenance — sensor types and sampling rates, the minimum conditions on failure history, and the points most often missed during validation.