How to calculate the ROI of a manufacturing automation pilot
A baseline, a value per unit and five cost lines. The arithmetic your finance team will ask for, and the mistakes that make a pilot impossible to judge.
Insights for manufacturing operations leaders
Practical guides on AI automation in CPG manufacturing: how to measure it, how to prepare for it, and how to keep people in control of it.
Preparing plant data for AI: a readiness checklist
Most AI pilots in manufacturing stall on data access, not on models. Seven checks to run on your historian, CMMS, MES and records before a pilot starts.
Predictive maintenance readiness: what you need before the model
Predictive maintenance succeeds or fails on preparation: which assets, which signals, what failure history, and what happens when an alert fires at 2 a.m.
Human oversight in AI-powered manufacturing
Where people should approve, where automation can run on its own, and how to decide. A practical framework for plant and quality leaders.