URO Parts 0015456409 Brake Light Switch, 6 Pin Switch , Black
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Review Analysis Results
Analysis Summary
The review set shows moderate authenticity concerns with a 28% estimated fake percentage. Analysis reveals: 1) Strong verification rate (all reviews marked 'V') provides credibility, 2) Polarized rating distribution with 9 five-star and 4 one-star reviews creates natural skepticism, 3) Several five-star reviews contain overly generic language ('works perfectly', 'just what I needed') lacking specific installation details, 4) The detailed negative reviews appear authentic with specific mechanical issues described, 5) Mercedes/Sprinter model specificity across reviews suggests genuine automotive product context. The mix of detailed technical reviews alongside brief generic praise creates moderate suspicion.
Review Statistics
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 (3.40 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 (3.93 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.
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