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 88% (Grade A). 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.

✅ KOHLER K-4636-0 Cachet Elongated, Grip-Tight Bumpers, Quiet-Close Release Hinges, Quick-Attach Hardware, No Slam Toilet Seat, White Review Analysis

Name: KOHLER K-4636-0 Cachet Elongated, Grip-Tight Bumpers, Quiet-Close Release Hinges, Quick-Attach Hardware, No Slam Toilet Seat, White
Brand: KOHLER
SKU: B000TFHN56
Price: 74 USD
Availability: InStock
Rating: 4.4 (39444 reviews)

Analysis Summary

Analysis is 156.2 days old. Re-run to get the latest review data and insights.

The KOHLER toilet seat has received overwhelmingly positive reviews, with an overall score of 88/100, thanks to its high-quality reviews and consistent product performance. The brand's reputation and reviewer credibility also contribute to its trustworthiness, making it a reliable choice for consumers. However, some concerns arise from the seller's reputation, which scored lower at 72/100, suggesting that buyers should be cautious when purchasing from certain sellers to ensure a smooth transaction.

Review Timeline

Review patterns over time - spikes may indicate manipulation

95%

Velocity Score

Spikes

None found

Peak

Reviews/mo

Timeline

Months

Pattern Analysis

Good: Review pattern appears natural with steady growth. No suspicious spikes that might indicate review manipulation.

Keyword Analysis

Common phrases and their authenticity patterns

89%

Authenticity

easy to install(5)soft close works perfectly(8)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity91%

Natural Language Flow79%

Unique Phrasing92%

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

Recommendation

✅ Recommended

Analysis Date

August 15, 2025

Total Reviews

39,444 reviews analyzed

Understanding This Trust Score

KOHLER K-4636-0 Cachet Elongated, Grip-Tight Bumpers, Quiet-... received a Grade A with a trust score of 88/100. This product has earned our highest trust rating. The review patterns show authentic customer feedback with natural language variation, consistent timing, and verified purchases. You can shop with confidence.

What This Means:

•Reviews show natural language diversity
•No suspicious timing patterns detected
•High percentage of verified purchases
•Review velocity matches expected sales patterns

What Reviewers Are Saying

Based on our analysis of customer reviews for KOHLER K-4636-0 Cachet Elongated, Grip-Tight Bumpe..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

easy to install (5x)soft close works perfectly (8x)

Overall sentiment: The KOHLER toilet seat has received overwhelmingly positive reviews, with an overall score of 88/100, thanks to its high-quality reviews and consistent product performance. The brand's reputation and reviewer credibility also contribute to its trustworthiness, making it a reliable choice for consumers. However, some concerns arise from the seller's reputation, which scored lower at 72/100, suggesting that buyers should be cautious when purchasing from certain sellers to ensure a smooth transaction.

Frequently Asked Questions

Are the reviews for KOHLER K-4636-0 Cachet Elongated, Grip-T... real?

▼

Based on our AI analysis, approximately 88% of reviews appear authentic, while 12% 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 39,444 reviews to calculate the trust score.

Should I buy KOHLER K-4636-0 Cachet Elongated, Grip-T...?

▼

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

Shopping Tips

This product has 39,444 reviews with a Grade A 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.

✨ Premium Quality Product

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