Traditional shopper research methods
- Recall‑based feedback
Relies on surveys, interviews, or focus groups after the shopping experience.
- Artificial test environments
Uses mock shelves, static images, or lab settings that don’t fully reflect real behavior.
- Limited visibility into attention
Hard to know what shoppers actually notice versus what they remember seeing.
- Assumed decision paths
Purchase decisions are inferred rather than directly observed.
- Delayed insights
Findings are analyzed after the study, slowing optimization and iteration.
- Small behavioral sample sizes
In‑depth observation is time‑consuming and difficult to scale.
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