How Nuanced Is Too Nuanced?
September 10, 2025
Inside the Emerging Mental Model of AI Skills
December 8, 2025How Nuanced Is Too Nuanced?
September 10, 2025Inside the Emerging Mental Model of AI Skills
December 8, 2025Case Study
From Insights to Action: Scaling a Global Smart Device Brand
About the Client
The consumer insights team at a leading devices company wanted to understand consumer perceptions, identify purchase barriers, and evaluate new product concepts to guide innovation in the smart home category
Objectives
- Evaluate device concepts for clarity, appeal, and purchase likelihood.
- Explore consumer perceptions, adoption patterns, and the role of connected technologies.
- Identify barriers, motivations, and usage scenarios across segments.
Key Strategies Implemented
MaxDiff Analysis
Prioritized features and concepts by forcing trade-offs, revealing which attributes consumers value most and how preferences differ across segments.
Message Highlighting
Consumers highlighted positive, negative, and confusing words/phrases within concept descriptions. Revealed how wording directly shaped appeal, clarity, and invasiveness perceptions.
Followed by an open-ended question probing about what they liked most and least about the concepts.
Opportunity Analysis
Leveraged grid question evaluating usefulness and invasiveness of the concepts. Mapped out concepts’ usefulness & invasiveness indexes by consumer segments.
Impact
- Prioritized innovation by identifying the features and concepts with the strongest consumer appeal.
- Refined messaging through highlighting analysis that showed which words resonated and which created confusion or concern.
- Addressed barriers to adoption by uncovering key objections such as privacy, cost, and perceived need.
- Segmented opportunities with insights into motivations and usage scenarios across different consumer cohorts.
- Enabled confident decisions on product positioning, resource allocation, and market readiness