JANET XU
About
Play
Work
Walmart reviews
Review Insights at a Glance
Designed a review insights system and defined how it surfaces across product pages and search.
My role
Product design owner
Duration
4 months
Team
1 product manager, 2 developers
BEFORE
Problem
Buried insights
Review content is dense and unstructured. Shoppers waste time hunting for relevant feedback.
No comparison
On the search results page, users must open multiple pages to compare items as each lacks review insights.
Design principles
1. Insights first vs top-down scrolling
Surface top review insights first for faster evaluation
2. Support quick comparison
Enable easy item comparison directly in search
3. Scale across categories
Design adaptable insights for all categories and review volumes
SOLUTION 1
AI-generated review summary
Reveal insight details
The summary highlights most common review themes and expands to full insight descriptions.
Filter by theme
Users select an insight to filter reviews to matching feedback.
SOLUTION 2
Insight-first reviews
Feature ratings
Give users an immediate signal of how a product performs in key areas.
Fit insights
For apparel items, shows how an item fits based on customer feedback.
SOLUTION 3
Category-driven information hierarchy
Visuals first
Product visuals are elevated to match their higher engagement for apparel.
Visuals deprioritized
Review insights are surfaced at the top of the page for faster understanding.
SOLUTION 4
Signals in search
Insights on hover
Reveals review signals on hover so users can preview insights instantly.
Insights on tap
Opens a bottom sheet to show key review insights for quick comparison.
DESIGNED TO SCALE
Scaling one system across categories
Impact
The results a few months out from rolling out these updates were:
+10%
▼
Click-through rate on the newly surfaced review summary module
-10%
Reduced scroll time in the reviews section due to improved IA
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