The Unseen Labor of Robot Maintenance

Robotic ROI often fails not from breakdowns but from undetected calibration drift degrading product quality over time.

• Case study ROI collapse: A mid-sized auto supplier installed six welding arms projecting $4M/year in savings but was losing money by month 18 due to undetected calibration drift.
• Precision decay, not breakdown: The robots never failed mechanically—gear wear and a 5-degree temperature shift caused a 0.5mm weld-point shift that silently produced rejected parts over 10,000 cycles.

Themes, sentiment and reasons are AI-written paraphrases, checked so they never quote an episode. They may contain errors. Not investment advice. Episodes remain the property of their creators.