Fluid Extractor Pump, Manual Oil Extractor for Cars, ATVs & Lawn Mowers - Oil Transfer Pump with Flexible Hoses, Brake/Transmission Fluid Extractor, Oil Change Tools 17 oz (500 ml)
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Review Analysis Results
Analysis Summary
The review set shows moderate authenticity concerns with a mix of genuine and potentially inauthentic reviews. Analysis reveals: 1) Strong positive bias with 12/15 reviews at 5-stars (80%) and only one negative review, creating an unnatural distribution; 2) Verified purchase ratio of 8/15 (53%) is reasonable but lower than ideal; 3) Several reviews show formulaic language, excessive keyword stuffing, and marketing-style phrasing; 4) The single 1-star review appears genuine and provides specific failure details, lending credibility to the overall set; 5) Most reviews contain specific usage scenarios and technical details that suggest real product experience. The moderate fake percentage reflects the combination of authentic detailed reviews alongside some suspiciously promotional content.
Review Statistics
About Review Data Collection
We extract as much review data as Amazon makes available at the time of analysis. The amount may vary due to Amazon's rate limiting, regional restrictions, or other factors. Our analysis is based on the reviews we successfully collected.
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Price Analysis
Price analysis pending
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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 (4.00 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 (4.60 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.