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 Kit - 5 Piece Set for Dash, Door Panel, Clip Remover - Scratch-Resist Nylon Pry Tools for Interior Car Trims Work - Panel Prying Tools Included - Blue

Name: Auto Trim Removal Tool Kit - 5 Piece Set for Dash, Door Panel, Clip Remover - Scratch-Resist Nylon Pry Tools for Interior Car Trims Work - Panel Prying Tools Included - Blue
Brand: Amazon
SKU: B01L8GHB7O
Availability: InStock
Rating: 4.2 (15 reviews)

ASIN: B01L8GHB7O

Analysis Date: Nov 7, 2025 (re-analyzed Nov 7, 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 several concerning elements, though many reviews appear genuine. Key findings: 1) Extremely high rating concentration (14/15 reviews are 5-star, 1 is 4-star) with no critical feedback, which is unusual for automotive tools; 2) Multiple reviews use nearly identical marketing language ('no-scratch design', 'durable and versatile') suggesting potential coordinated content; 3) Two reviews appear duplicated (RRV4Z3Z5BB700 and RSO3OGG18V9I4) which is highly suspicious; 4) Several reviews are overly enthusiastic with generic praise lacking specific use cases. However, many reviews contain authentic details about specific vehicle models (Cadillac XTS, Nissan Altima, Peugeot 107) and realistic usage scenarios that suggest genuine user experiences. The mix of detailed, specific reviews alongside generic marketing-style content creates moderate suspicion.

Review Statistics

29,036

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.