Cross-Component DOE answers a question that standard testing cannot: when a product underperforms, is the problem in the material or in the interaction between materials?
What you receive:
Variable Isolation Matrix — a structured table showing every component swap, the performance delta it produced, and the statistical significance of the difference. You see exactly which layer is responsible for which performance outcome.
Interaction Map — a visual showing which component combinations produce positive synergies and which create conflicts. This prevents the common mistake of optimizing one layer in isolation and degrading another.
Ranked Configuration Table — all tested combinations ranked by the metrics that matter to your product strategy, with trade-off annotations showing where performance gains come at cost or manufacturability penalties.
The most expensive product development mistake is not choosing the wrong material — it is changing the right material because the diagnostic pointed to the wrong layer.










