The Business Challenge
Total consumption alone cannot explain waste; production status and comparable conditions provide context.
01yunjie · AI for manufacturing
Approach & Collaboration
Review equipment, time periods, shifts and operating conditions to identify idle use and abnormal loads.
- 01Collect equipment and energy records
- 02Compare similar shifts and operating conditions
- 03Highlight idling, standby use and abnormal loads
- 04Have field teams confirm shutdown, maintenance or scheduling actions
02yunjie · AI for manufacturing
What You Receive
Abnormal equipment and time-period lists
Energy trends and comparisons
Efficiency recommendations and action tasks
03yunjie · AI for manufacturing
How Deliverables Support Business Value
Locate waste more precisely
Break consumption issues down by equipment, time and operating status.
Make actions easier to execute
Give field teams verifiable clues and recommendations.
Evaluate with Business Metrics
Non-production energy use, anomaly duration and action completion
Agree on baselines, definitions and scope, then review real tasks. These are evaluation areas, not reported results.
04yunjie · AI for manufacturing