JANET XU
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  • Walmart reviews
    Review Insights at a Glance
    Parallax Image
    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% Check Icon
    Reduced scroll time in the reviews section due to improved IA