Customer reviews across Amazon, Shopify (DTC), Ulta, and Target — unified from the Review Dashboard database.
🔎Filtered to — all stats & reviews below are for this product only.
Scraped Reviews
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Average Rating
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across all sources
5-Star Reviews
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Negative (1–3 stars)
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Channels
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Star Distribution
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Reviews
Reviews for:
From → To
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Aggregating product rollup… (first load scans the full review table)
✨ AI Executive Summary
Auto-generated from your analytics — biggest risks, opportunities, channel issues, and coverage concerns. Deterministic (no external AI).
Generating insights…
SKU Ratings Overview
Analyze product performance across SKUs
Overall Avg Rating
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SKU-level macro average
Total SKUs
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in product catalog
SKUs Below 4.0
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of SKUs with reviews
Top 10 SKUs by Rating
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Overall Rating Distribution
Across all reviews
Total Reviews—
Product Lookup
Search a product or SKU to inspect its rating, review count, distribution, category, and per-channel breakdown.
Rating & Review-Volume Trend
Scope by time range, channel, category, or product/SKU.
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Channel Comparison
Reviews, average rating, % negative, and deviation from the overall average per channel.
Category Report
Products, review volume, weighted average rating, and % negative per category. Click a column to sort.
Cross-Channel Rating Discrepancy
Products whose channels disagree on rating — a listing or fulfillment signal.
Coverage & Blind-Spots
Catalog coverage and products with too few reviews to trust.
Product Health Scores
0–100 composite: rating, rating & volume trend (90d vs prior 90d), negative %, coverage confidence, and cross-channel penalty. Click a column to sort.
⚠️ Risk Watchlist
Products with falling ratings, rising negatives, large cross-channel gaps, or low coverage — worst health first.
🚀 Opportunity Watchlist
Products with improving ratings, rising volume, or strong ratings but few reviews (hidden gems to scale).
AI Review Themes
Recurring positive themes and complaint categories from a product's review text (deterministic keyword clustering).
Emerging Issues
Complaint categories growing in recent negative reviews vs a historical baseline. Sampled from the newest and older 1–3★ reviews.
Comparing recent vs historical complaints…
⚠️ Compliance feature. Skin-reaction / serious flags are reviewed here, in-tab,
by a human. A serious skin reaction on a cosmetic SKU may carry a MoCRA 15-business-day
reporting obligation. Nothing is auto-resolved; every status change is recorded in an immutable audit log.
Review Dashboard v2