Would the customer or next person in the work call this better?
Speaking and workshops
The Value Trap: Rethinking Value Delivery in the Age of AI
A practical argument for smart manufacturing leaders: AI should not simply move metrics faster. It should make the organization, the work, and the people stronger.
Summit panel and workshop topic in development for June 2026.
Core argument
AI is exposing how narrow our definition of value has become. A metric can improve while value decays.
In smart manufacturing and AI-enabled transformation, movement is not the same as progress. A metric can move while judgment, trust, learning, or future capability erodes somewhere else.
The workshop frame gives leaders a more useful value conversation before they scale AI, automation, and digital transformation.
Five value tests
Did we create durable performance, or only a short-term metric win?
Did people become more capable, or just more monitored?
Do people believe the data, the system, and the intent?
Can people see themselves in the future being built?
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