Instead of testing all possible combinations (which would require dozens of samples), we designed a two-round progressive protocol: Round 1 tested 4 base configurations to identify the best-performing architecture, Round 2 tested 2 optimized variants of the winner. Six total configurations, two days of testing, one clear direction.
Two-Round Progressive Testing
6 formulations, 2 days, 2 rounds — maximum decision info from minimum samples.
Key Result
configurations tested across two progressive rounds
Evidence Type
Product Category
Engagement Tier
GrowthPublished
Mar 26, 2026
Engineering Story
Why Only CORIO
Smart experimental design is about extracting the maximum decision value from the minimum number of tests — because in product development, time is the scarcest resource.
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