beyondreviews.
Benchmarks

Competitor Review Benchmarker

See where your review count and average rating stand against other stores in your niche. Percentile ranking by category.

Authority score weights review count (60%) and average rating (40%). A high count with a mediocre rating outscores a perfect rating with few reviews in most ranking algorithms — volume is harder to fake.

Review authority — Fashion / Apparel
47th
percentile
Below median of fashion / apparel stores
Review count51st · 48
Median: 45Top 10%: 500+
Average rating42nd · 4.2 ★
Median: 4.3 ★Top 10%: 4.8 ★+
Benchmarks are estimates based on Shopify store data aggregated across public review platforms (2024–2025). Individual niches vary widely.
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Common questions
What categories does the benchmarker cover?
The tool covers major Shopify merchant categories including apparel, home and garden, health and beauty, sports and outdoors, electronics, food and beverage, and pet supplies. Benchmarks are based on publicly available store data and updated periodically.
What review count is considered strong in most categories?
For most Shopify product categories, being in the top quartile typically requires 50 or more reviews per product page for bestsellers. The median is significantly lower. Review count benchmarks vary by category: fashion and beauty tend to have higher counts than niche technical products.
Why does my average rating matter relative to competitors?
Buyers calibrate trust to category norms. A 4.2 average in a category where competitors average 4.6 reads as below-par, even though 4.2 is technically a good rating. The benchmarker shows where you stand so you can identify whether your gap is in volume, recency, or average rating.
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