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Measure discovery and trial by category and brand display

Follow the observable path from product discovery to display approach, tester-zone dwell, and engagement.

Measure discovery and trial by category and brand display

Operating questions

Questions for merchandising and category teams

  1. 01

    Which categories have low dwell or product engagement relative to traffic?

  2. 02

    Do new-product, brand, and tester displays create discovery and approach?

  3. 03

    Can brand partners receive consistent reporting on display attention and tester engagement?

Sales show the outcome, not which category a shopper discovered, which brand display they approached, or how long they stayed in a tester zone.

The camera setup depends on whether you measure signage, the storefront, or the full store. The pilot checks camera angles and data quality.

01

Slim Camera + AI Box

Attention at close range, including signage and shelves

02

SpaceVision IP Camera + AI Box

New camera coverage for storefront, zone and journey measurement

03

Existing IP Camera + video processor

Traffic, dwell and spatial analysis using store CCTV

The setup, unit count and measurable area are confirmed after checking camera angle and resolution, occlusion, lighting and the store network.

How it's measured
Pass → attention → dwell & engagement
01
100%
Category traffic
Passed a category or brand display.
02
38%
Brand-display glance
Looked toward a specific brand or category.
03
17%
Product attention
Looked at a new-product or feature display for a sustained threshold.
04
9.4%
Display approach
Moved closer to the brand display of interest.
05
6.9%
Tester-zone dwell
Stayed at a tester or discovery zone for a measured period.
06
2.3%
Tester engagement
Showed an observable interaction near a tester or product.
Category dwell

Dwell across skincare, color cosmetics, haircare, wellness, and other categories

Brand-display attention

Attention and viewing time at brand bays, shop-in-shops, and feature displays

Tester-zone engagement

Observable stops, approaches, dwell, and interaction near testers

New-product & pop-up response

Attention and dwell relative to traffic at launches and pop-ups

Traffic by daypart

Changes in category traffic by day and hour

Shopper mix by category

Broad shopper composition, de-identified and aggregated

Use discovery and trial behavior for category merchandising, brand-partner reporting, and launch execution.

Category & assortment execution

Adjust category and brand-display space to shopper response

Brand-partner reporting

Report display attention and tester-zone engagement to brands

Launch & pop-up evaluation

Compare attention, approach, and dwell before and after a launch

Example applications. Actual outcomes vary by store and operation.

Measure it in your store

Start with a 2–3 month pilot configured for your site.