90 Pack Cat Litter Box Robot 4 and 3 Waste Bags, Tear-free, Transparent, Sensor-compatible, Automatic Litter Box Liners Bags, 9-11 Gallon Capacity

90 Pack Cat Litter Box Robot 4 and 3 Waste Bags, Tear-free, Transparent, Sensor-compatible, Automatic Litter Box Liners Bags, 9-11 Gallon Capacity

ASIN: B0F4XP3PDW
Analysis Date: Nov 21, 2025

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Review Analysis Results

C
Authenticity Grade
28.00%
Fake Reviews
4.93
Original Rating
4.20
Adjusted Rating

Analysis Summary

The reviews show moderate authenticity concerns with several patterns suggesting potential manipulation. While most reviews appear genuine with specific product details and varied phrasing, there are notable red flags: 1) Extremely high 5-star concentration (14/15 reviews are 5-star, 93%), 2) Two reviews (RNPU5BALAEU4A and R13483HOG2YC3Z) appear duplicated with identical text, 3) Multiple reviews use nearly identical marketing language emphasizing 'cheaper than OEM' and 'perfect fit', 4) Several unverified purchases (marked 'U') also give 5-star ratings. However, the reviews contain specific product details (Litter Robot 3/4 compatibility, sensor compatibility, thickness comparisons) that suggest real usage, and the language varies enough in most cases to avoid appearing completely scripted.

Review Statistics

182
Total Reviews on Amazon
-0.73
Rating Difference

Price Analysis

This appears to be a well-rated mid-range product in the automatic litter box liner category. Given the high rating and specialized features, it likely offers good value if priced competitively within the $15-$40 range for 90 bags. Check current Amazon price against other retailers and consider waiting for seasonal sales if not urgent.

MSRP Assessment

Estimated MSRP: Unknown
Source: Unable to determine
Amazon Price: Unable to compare

Market Position

Positioning: Mid-range
Alternatives Range: $15-$40 for 90-count packs
Value: High rating (4.93/5) suggests good quality for price, with sensor compatibility and tear-free features adding value over basic liners.

Buying Tips

Best Time to Buy: Pet supplies often see discounts around major holidays (Black Friday, Prime Day) and back-to-school periods.
Deal Indicators: Price per bag below $0.25, bundle deals with litter or accessories, subscribe & save discounts.
Watch For: Watch for inflated 'list prices' on Amazon—compare to actual market prices; check if price jumps after positive reviews.
Price analysis generated by AI based on product category and market research. Actual prices may vary. Last analyzed: Dec 1, 2025

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 (4.20 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 (4.93 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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