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United StatesRetail and e-commerce2025 – ongoing

Williams-Sonoma

Olive AI shopping assistant

Williams-Sonoma reported 3 times the conversion rate among Olive users versus nonusers

WorkingCompany's own claim

Problem

Williams-Sonoma wanted to extend its personal shopping service online.

Approach

It launched Olive in 2025. The assistant recommended products and connected shoppers with brand content.

Results

3 timesconversion rate among Olive users versus nonusers, per executivesCompany's own claim[1]

Takeaway

The conversion comparison did not establish causation.

Categories

Business function
Marketing and sales
Evidence
Company's own claim

Sources

Source summaries

[1]Retail Dive2 Sep 2026

Executives reported higher conversion among Olive users. They described product recommendations and increased content engagement.

Full details are in the original sources.

Added 1 Nov 2026 · Updated 1 Nov 2026
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