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Industrial Engineer AI
AI Generatedprocess_improvementInsight

Why a $20K/Year Automation Fix Gets Rejected — And the One-on-One Mechanism That Works

Jul 28, 2026
|
Adversarial AI Pipeline
Key Takeaway

A 3-hour daily spreadsheet task costs your organization ~$20K/year in labor alone — but automating it without the owner's involvement converts a productivity win into a morale loss. The transcript reveals two distinct failure modes: one employee feared losing 25 years of human relationships built through that friction, while another felt robbed of agency ('How dare you?'). The fix is one-on-one 'pair coding' sessions that bridge the impulse to 'go fast alone' with the reality that improvement must be done WITH people, not TO them.

M
Our Take— Mike Sanders, Founder
“We see this pattern constantly: the 3-hour daily task isn't just wasted time — it's often where institutional knowledge and human relationships live. Automating it without collaboration destroys the very trust needed for the next 10 improvements to take hold, turning a $20K annual savings into a $200K change management failure.”
Why a $20K/Year Automation Fix Gets Rejected — And the One-on-One Mechanism That Works

A 3-hour daily spreadsheet task costs your organization ~$20K/year in labor alone — but automating it without the owner's involvement converts a productivity win into a morale loss. The transcript reveals two distinct failure modes: one employee feared losing 25 years of human relationships built through that friction, while another felt robbed of agency ('How dare you?'). The fix is one-on-one 'pair coding' sessions that bridge the impulse to 'go fast alone' with the reality that improvement must be done WITH people, not TO them.

From the Source

"Improvement should be done with people not to them... It's the difference between the mechanic that talks down to you about your air filter and the one that's like, 'Hey, let me show you.'"

— Past, Present, and Future of Lean and AI

Key Takeaways

  • 013 hours/day × 250 workdays × $25/hr = ~$18,750/year in labor on a single 'horrendous spreadsheet' task
  • 02Two distinct resistance patterns: loss of 25-year relationships built through friction, and loss of agency when automation is imposed without consent
  • 03The 'FAFO' impulse (go fast alone) creates quick fixes that get rejected; pair coding creates slower fixes that stick
  • 04One-on-one sessions are private, low-risk, and mutually beneficial — they transfer knowledge while building trust
  • 05The only appreciating asset in an organization is people — automation that diminishes their identity destroys that asset

Watch the Source

Past, Present, and Future of Lean and AI

Source

Past, Present, and Future of Lean and AI

Video embedded above — watch without leaving the site

Extracted and verified via Adversarial AI Pipeline

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