PartsBroz 285871 Tub to Pump Hose - Compatible With Whirlpool Kenmore KitchenAid Roper Washer - Replaces AP3094571 PS334685 3951449 285871VP 3950340 8317915 8527049 62731 907866 W10116973
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Review Analysis Results
Analysis Summary
The reviews show moderate signs of artificial patterns with several concerning elements. All 4 reviews are 5-star with verified purchases, which creates an unnatural perfect rating distribution. The language is consistently positive but lacks specific details about the product itself - no mention of what the item actually is, brand names, or technical specifications. Multiple reviews use similar phrasing about 'exactly as described' and 'easy install' without meaningful variation. However, the reviews do contain some authentic elements like personal context (wife's leaking washer, buying a second unit) and reasonable timeframes (arrived quickly). The absence of obvious bot-like repetition and presence of minor grammatical variations suggests these may be incentivized reviews rather than completely fabricated 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.
Want to analyze more reviews? Install the Null Fake Chrome extension to capture and analyze additional reviews as you browse Amazon.
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Price Analysis
This is a well-rated aftermarket washer hose with limited review data. For appliance parts, prioritize verified compatibility and seller reputation over minimal price differences. Check multiple sellers on Amazon and consider local appliance parts stores for immediate availability if your washer is currently broken.
MSRP Assessment
Market Position
Buying Tips
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 (4.30 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 (5.00 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.
