How does RateBud detect fake Amazon reviews?

RateBud uses advanced AI to analyze review patterns, language authenticity, timing anomalies, and content quality. We examine reviewer behavior, review velocity, and linguistic markers to detect fake reviews with high accuracy.

What does the trust score mean?

The trust score is a percentage from 0-100% indicating review authenticity. This product scored 89% (Grade B). Scores above 80% indicate highly trustworthy reviews, 60-79% are generally reliable, and below 60% suggest caution.

Is RateBud's review analysis free?

Yes, RateBud's AI-powered review analysis is completely free. We analyze Amazon reviews to help you avoid fake reviews and make informed purchasing decisions. No signup required.

✅ Shoe Cleaner, 10.14 fl oz Premium Shoe Cleaning Kit with Brush & Towel, Sneaker Cleaner Kit Safe for White Shoes, Leather, Boots, Canvas, PU, Mesh & More Review Analysis

Name: Shoe Cleaner, 10.14 fl oz Premium Shoe Cleaning Kit with Brush & Towel, Sneaker Cleaner Kit Safe for White Shoes, Leather, Boots, Canvas, PU, Mesh & More
Brand: Shoe
SKU: B0FPD31VYT
Price: 9.99 USD
Availability: InStock
Rating: 4.5 (80 reviews)

Analysis Summary

Based on the analysis, this shoe cleaner kit has received overwhelmingly positive reviews from customers, with a rating of 4.5/5 and an overall score of 89/100. The high scores for review content quality, reviewer credibility, and product consistency suggest that customers are satisfied with the product's effectiveness and durability. However, the relatively lower score for seller reputation and review velocity may indicate some inconsistencies in the seller's performance or a lack of long-term customer engagement.

Review Timeline

Review patterns over time - spikes may indicate manipulation

75%

Velocity Score

Spikes

Detected

Peak

Reviews/mo

Timeline

Months

Pattern Analysis

Warning: We detected 1 suspicious review spike(s). Legitimate products typically have steady, organic review growth.

Keyword Analysis

Common phrases and their authenticity patterns

91%

Authenticity

easy to use(5)cleans shoes effectively(8)gentle on delicate fabrics(11)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity79%

Natural Language Flow98%

Unique Phrasing91%

Good: Language patterns appear natural with good diversity. Reviews use varied vocabulary and authentic expressions.

Recommendation

✅ Recommended

Analysis Date

December 20, 2025

Total Reviews

80 reviews analyzed

Understanding This Trust Score

Shoe Cleaner, 10.14 fl oz Premium Shoe Cleaning Kit with Bru... received a Grade B with a trust score of 89/100. This product shows mostly genuine review patterns with minor concerns. The majority of reviews appear authentic, though some indicators suggest a small percentage may be incentivized or less reliable.

What This Means:

•Most reviews appear authentic
•Some minor patterns warrant attention
•Overall trustworthy for purchase decisions
•Consider reading recent reviews more carefully

What Reviewers Are Saying

Based on our analysis of customer reviews for Shoe Cleaner, 10.14 fl oz Premium Shoe Cleaning Ki..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

easy to use (5x)cleans shoes effectively (8x)gentle on delicate fabrics (11x)

Overall sentiment: Based on the analysis, this shoe cleaner kit has received overwhelmingly positive reviews from customers, with a rating of 4.5/5 and an overall score of 89/100. The high scores for review content quality, reviewer credibility, and product consistency suggest that customers are satisfied with the product's effectiveness and durability. However, the relatively lower score for seller reputation and review velocity may indicate some inconsistencies in the seller's performance or a lack of long-term customer engagement.

Frequently Asked Questions

Are the reviews for Shoe Cleaner, 10.14 fl oz Premium Shoe C... real?

▼

Based on our AI analysis, approximately 89% of reviews appear authentic, while 11% show patterns consistent with potentially fake or incentivized reviews. Overall, you can trust most reviews for this product.

How does RateBud detect fake reviews?

▼

Our AI analyzes multiple factors including review timing patterns, language similarity, reviewer history, and purchase verification. For this product, we analyzed 80 reviews to calculate the trust score.

Should I buy Shoe Cleaner, 10.14 fl oz Premium Shoe C...?

▼

Based on our analysis, this product has trustworthy reviews and appears to be a safe purchase. The B grade indicates good review authenticity.

Shopping Tips for [object Object]

This product has 80 reviews with a Grade B trust score. Here's what to keep in mind:

💡Always prioritize verified purchase reviews over unverified ones
💡Look for detailed reviews that mention specific pros and cons
💡Be cautious of products with sudden spikes in positive reviews

Ready to make your purchase?

Based on our analysis, you can make an informed decision. Click below to purchase this product on Amazon.

✨ High Quality Product

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