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 85% (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.

✅ Amazon.com : GAOY Black Gel Nail Polish, 16ml Soak Off Gel Polish, UV Light Cure for Nail Art DIY Manicure at Home, 2026 Flawless Black : Beauty & Personal Care Review Analysis

Name: Amazon.com : GAOY Black Gel Nail Polish, 16ml Soak Off Gel Polish, UV Light Cure for Nail Art DIY Manicure at Home, 2026 Flawless Black : Beauty & Personal Care
Brand: Amazon.com
SKU: B0CGZMPXVQ

Analysis Summary

Analysis is 61.9 days old. Re-run to get the latest review data and insights.

Based on this analysis, the GAOY Black Gel Nail Polish has a high overall score of 85/100, indicating a generally positive experience for customers. However, a low review count of 11 and a rating of 0/5 suggest that the product may have some significant issues that need to be addressed. Despite this, the high reviewer credibility and product consistency scores suggest that the product is trustworthy, but the low review count and seller reputation score raise concerns about the brand's reliability.

Review Timeline

Review patterns over time - spikes may indicate manipulation

93%

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

79%

Authenticity

love this polish(5)perfect for my Halloween costume(8)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow96%

Unique Phrasing96%

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

Recommendation

✅ Recommended

Analysis Date

November 18, 2025

Total Reviews

11 reviews analyzed

Understanding This Trust Score

Amazon.com : GAOY Black Gel Nail Polish, 16ml Soak Off Gel P... received a Grade B with a trust score of 85/100. 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 Amazon.com : GAOY Black Gel Nail Polish, 16ml Soak..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

love this polish (5x)

Overall sentiment: Based on this analysis, the GAOY Black Gel Nail Polish has a high overall score of 85/100, indicating a generally positive experience for customers. However, a low review count of 11 and a rating of 0/5 suggest that the product may have some significant issues that need to be addressed. Despite this, the high reviewer credibility and product consistency scores suggest that the product is trustworthy, but the low review count and seller reputation score raise concerns about the brand's reliability.

Frequently Asked Questions

Are the reviews for Amazon.com : GAOY Black Gel Nail Polish,... real?

▼

Based on our AI analysis, approximately 85% of reviews appear authentic, while 15% 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 11 reviews to calculate the trust score.

Should I buy Amazon.com : GAOY Black Gel Nail Polish,...?

▼

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

This product has 11 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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