Essay Predictive Maintenance
Vibration Analysis Models for CNC Spindle Failure Prediction
Matching signal processing to failure modes cuts spindle downtime from weeks to days.
Industrial AI Strategy · Plant Floor Vision · Predictive Maintenance
A blog and newsletter on Industrial AI and agent deployment in manufacturing and distribution.
Essay Plant Floor Vision
Edge vs. Cloud Inference for Industrial Computer Vision
Where models run determines whether factories catch defects or miss them entirely.
Essay Industrial AI Strategy
Measuring OEE Improvement Attribution to Specific AI Interventions
AI's value only shows up when you trace it to a specific pillar and mechanism.
Each part throws its own vibration fingerprint into whatever the sensor picks up, and untangling those fingerprints is the whole job.