Engine+Cabin Air Filters Set Fit for Chevrolet Chevy Equinox 2018-2025 2026, GMC Terrain 2018-2025 2026 Engine Filter Replace AC Air Filter for My Car Automotive Accessories# CA12260 CF11966
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Review Analysis Results
Analysis Summary
The review set shows mixed authenticity signals. Positive aspects include: natural variation in ratings (1-5 stars), specific vehicle model mentions, and realistic installation experiences with YouTube references. However, concerning patterns include: high proportion of verified purchases (all reviews), repetitive phrasing about 'perfect fit' and dealership cost savings across multiple reviews, and several reviews with nearly identical structure about DIY installation. The distribution is weighted toward 5-star reviews (9/15), but the presence of legitimate-sounding negative reviews (3 with 1-2 stars citing specific fitment issues) provides authenticity balance. The moderate fake percentage reflects that while some reviews may be incentivized or formulaic, many appear genuine with realistic customer experiences.
Review Statistics
Price Analysis
This appears to be a competitively priced aftermarket filter set based on its rating and review count. For Chevrolet Equinox and GMC Terrain owners, this represents significant savings compared to dealership parts. Check current Amazon pricing against major auto parts retailers like AutoZone or Advance Auto Parts before purchasing.
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 (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 (4.00 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.
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