PD020
Run staged prototypes of increasing scale to build statistical confidence before committing to full rollout, avoiding single-pilot decisions.
CyberTRIZ analysis · Process contradiction PD020 · one of 8,235 worked contradictions published by CyberTRIZ.AI
Regulations
Faster Prototype Testing vs. Higher Confidence in Results
Business Context. Rapid prototyping of a redesigned process allows teams to gather early feedback, but small, quick tests may not generate enough data to confidently predict how the process will perform at full scale.
Process TRIZ Resolution. Rather than treating the first prototype result as final, organizations should run staged prototypes of increasing scale, using each stage to build statistical confidence before committing to full rollout.
Applicable TRIZ Principles
Principle 15 (Dynamics) scales the prototype up in stages rather than jumping directly to full deployment.
Principle 1 (Segmentation) separates early qualitative feedback from later quantitative validation.
Principle 27 (Cheap Short-Living Objects) keeps early-stage prototypes low-cost and easy to discard if results are unfavorable.
Expected Outcome
Fast early feedback
Statistically confident results
Reduced rollout risk
Efficient use of pilot resources
Decision Indicators
Full rollout decisions are based on a single small pilot.
Pilot results fail to predict actual production performance.
Teams disagree about whether pilot data is sufficient.
Prototypes are run once and never repeated at larger scale.
Rollout failures are traced back to insufficient pilot testing.
If several of these indicators are present, the contradiction is likely active and the Process TRIZ resolution above should be evaluated.