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DenmarkRetail and e-commerce2026 – ongoing

Pandora

CharmFind product image search for store associates

Pandora's CharmFind cut product lookup time by 66%, KWI reported

WorkingVendor case studyVendor ↗

Problem

Store associates searched reference books or product-code lists to identify jewelry without barcodes. These lookups interrupted conversations with customers.

Approach

Pandora worked with KWI and Emmet Software to introduce image recognition within its retail platform. Associates photographed an item to find its product match for checkout.

Results

66%reduction in product lookup time reported by KWIVendor case study[1]
30 secondsaverage time saved per item added to a cart, measured by Pandora and reported by KWIVendor case study[1]

Takeaway

The reported savings concerned product identification and adding items to a cart. They did not establish an increase in sales.

Categories

Business function
Marketing and sales
Innovation type
Process innovation
AI technology
Computer vision
Evidence
Vendor case study

Sources

Source summaries

[1]KWI2026

KWI described CharmFind's use in Pandora stores. It reported 66% shorter lookups and an average saving of 30 seconds per item added to a cart.

Full details are in the original sources.

Added 1 Nov 2026 · Updated 1 Nov 2026
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