What percentage of reviews are fake for this product?

28.00% of the analyzed reviews appear to be fake or inauthentic.

What is the authenticity grade for this product?

The product receives a grade of C based on review authenticity analysis.

How many reviews were analyzed?

15 reviews were analyzed for authenticity patterns.

What is the adjusted rating after removing fake reviews?

After removing suspicious reviews, the adjusted rating is 4.20 out of 5 stars.

How does this analysis help consumers?

This analysis helps consumers identify products with manipulated reviews, enabling more informed purchasing decisions based on genuine customer feedback.

Auto Trim Removal Tool Set - 4pcs No-Scratch Plastic Pry Tool Kit for Car Interior - Fastener, Clip, Door Panel, Molding, and Dashboard Removal Tools - Easy-to-Use Auto Trim Tools for Vehicles

Name: Auto Trim Removal Tool Set - 4pcs No-Scratch Plastic Pry Tool Kit for Car Interior - Fastener, Clip, Door Panel, Molding, and Dashboard Removal Tools - Easy-to-Use Auto Trim Tools for Vehicles
Brand: Amazon
SKU: B01EXZKHWI
Availability: InStock
Rating: 4.2 (15 reviews)

ASIN: B01EXZKHWI

Analysis Date: Nov 5, 2025 (re-analyzed Nov 5, 2025)

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Review Analysis Results

Authenticity Grade

28.00%

Fake Reviews

4.93

Original Rating

4.20

Adjusted Rating

Analysis Summary

The reviews show a moderately suspicious pattern with 100% positive ratings (14/14 reviews are 4-5 stars) and several reviews exhibiting formulaic language common in incentivized reviews. However, there are also detailed, specific reviews that appear genuine, including one mentioning a 2013 Cadillac XTS repair and another discussing Nissan Altima sun visor replacement. The main concerns are the complete absence of negative feedback, repetitive phrasing across multiple reviews, and several reviews that read like marketing copy rather than authentic user experiences. The presence of one review in Italian (R23BNFH9F5VUJA) and another that appears to be a duplicate (RRV4Z3Z5BB700 posted twice) also raises minor flags.

Review Statistics

29,026

Total Reviews on Amazon

-0.73

Rating Difference

Price Analysis

Price analysis pending

Price insights will be available shortly.

Understanding This Analysis

What does Grade C mean?

This product has moderate review authenticity concerns. A notable portion of reviews show suspicious patterns. Consider reading reviews carefully before purchasing.

Adjusted Rating Explained

The adjusted rating (4.20 stars) represents what we estimate this product's rating would be if fake reviews were removed. This product's adjusted rating is lower than Amazon's displayed rating (4.93 stars), suggesting positive fake reviews may be inflating the score.

How We Detect Fake Reviews

Our AI analyzes multiple factors: language patterns (generic vs. specific), reviewer behavior (history, timing), temporal anomalies (review clusters), verification status, sentiment authenticity, and statistical outliers. No single factor determines a review is fake - we look at the combination of signals.

Important Limitations

No automated system is perfect. Sophisticated fake reviews can evade detection, and some genuine reviews may be incorrectly flagged. Use this analysis as one data point in your purchasing decision, not the only factor. Reading actual review content yourself is always valuable.