Premise
Living Lab Thesis
What works in planning decks must survive operational pressure before being trusted as a product decision pattern.
Field-First Validation
Validate assumptions with daily transaction and service behavior rather than internal projection alone.
Commercial Stress Testing
Evaluate workflow resilience during peak demand and constrained staffing scenarios.