Neoperl 1191705 Cache STD JR TT Tom Thumb TJ Water Aerator Key Wrench | 4 Durable Keys for Hidden Aerators

Neoperl 1191705 Cache STD JR TT Tom Thumb TJ Water Aerator Key Wrench | 4 Durable Keys for Hidden Aerators

ASIN: B07NGJG6BT
Analysis Date: Oct 12, 2025 (re-analyzed Oct 12, 2025)

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Review Analysis Results

B
Authenticity Grade
18.00%
Fake Reviews
4.17
Original Rating
3.80
Adjusted Rating

Analysis Summary

The review set appears mostly genuine with some minor concerns. Positive aspects include: natural language variation across reviews, specific product usage details (Moen, Delta fixtures, different color keys), mixed ratings (5, 4, and 1-star reviews), and realistic user experiences (broken tools, wrong sizes). Concerns include: high proportion of verified purchases (all reviews marked 'V'), some overly enthusiastic 5-star reviews with repetitive praise, and a few reviews that feel slightly formulaic. The 1-star reviews provide balance and authenticity. Overall pattern suggests legitimate customers with some potential incentivized reviews in the 5-star category.

Review Statistics

1,386
Total Reviews on Amazon
-0.37
Rating Difference

Price Analysis

Price analysis pending

Price insights will be available shortly.

Understanding This Analysis

What does Grade B mean?

This product has good review authenticity with minor concerns. While most reviews appear genuine, we detected some patterns that warrant mild caution.

Adjusted Rating Explained

The adjusted rating (3.80 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 (4.17 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.

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