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Cross-Component DOE Interaction Test

A 6-configuration DOE completed in 48 hours found a formulation that outperformed both the client’s product and the competitive benchmark — without developing any new materials.

Growth-Stage Brand
Mar 26, 2026
49%

A single material recombination improved 2nd-dose absorption speed by 49%

Engineering Story

A US DTC brand believed their product was competitive based on supplier spec sheets and consumer reviews. No one had tested how its internal layers actually interact under multi-dose stress.


Cross-Component DOE Interaction Matrix: 3×3 topsheet-ADL recombination showing best performer at +49% belonged to no original product


We disassembled both the client’s product and a leading competitive benchmark, coded each material layer (A through E), and recombined them into 6 cross-swap configurations. Round 1 at N=1 for rapid screening, Round 2 at N=2 for trend confirmation — completed within 48 hours. The top formulation (DBE) achieved 2nd-dose absorption of 13 seconds versus the client’s 25.6 seconds — a 49% improvement. Third-dose rewet dropped from approximately 12g to approximately 7g — a reduction of roughly 42%.


The improvement came entirely from recombining existing materials in a different layer architecture. No new materials were developed. The DOE isolated that the ADL and core layers were the primary performance drivers, while topsheet choice affected speed-versus-dryness tradeoffs.


The client’s R&D team adopted this formulation as a validated safety floor (see also: our progressive validation protocol) — any future material must outperform DBE to be considered. This single test reframed the entire product development strategy from “find better materials” to “optimize the architecture.”


Why Only CORIO

Most testing labs measure components in isolation — reporting topsheet softness, core absorption, and backsheet breathability as independent metrics. Our Variable Swap DOE tests how layers interact under realistic multi-dose conditions. By crossing materials from two different products, we create formulations that neither manufacturer has tested — exposing performance possibilities that exist within commercially available materials but have never been combined.

Client Voice
“After reviewing the DOE results, the client’s product decision-maker confirmed on the spot that the competitive benchmark’s core significantly outperformed their current specification — a finding that had been invisible from supplier data alone.”
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