Traditional shopper research methods
- Recall‑based feedback
Relies on shopper recall after the experience.
- Artificial test environments
Uses setups that don’t reflect real behavior.
- Limited visibility into attention
Hard to know what shoppers actually notice.
- Assumed decision paths
Infers decisions without direct observation.
- Delayed insights
Findings come after the study ends.
- Small behavioral sample sizes
Difficult to scale in‑depth observation.
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