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 95% (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.

✅ e.l.f. Glow Reviver Lip Oil, Nourishing Tinted Lip Oil For A High-shine Finish, Infused With Jojoba Oil, Vegan & Cruelty-free, Rose Envy Review Analysis

Name: e.l.f. Glow Reviver Lip Oil, Nourishing Tinted Lip Oil For A High-shine Finish, Infused With Jojoba Oil, Vegan & Cruelty-free, Rose Envy
Brand: e.l.f.
SKU: B0CMJZ8G6Y
Price: 9 USD
Availability: InStock
Rating: 4.6 (20547 reviews)

Analysis Summary

Analysis is 89.8 days old. Re-run to get the latest review data and insights.

Based on the analysis, the e.l.f. Glow Reviver Lip Oil has received overwhelmingly positive reviews from customers, with a 4.6/5 rating and 95/100 overall score. The high review content quality, velocity, and credibility suggest that customers are genuinely satisfied with the product's performance and consistency. However, the lower seller reputation score of 78/100 indicates that some customers may have had issues with the brand's customer service or shipping, which may be a concern for potential buyers.

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

95%

Authenticity

nourishing(5)hydrating(8)moisturizing(11)shiny(14)natural look(17)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity97%

Natural Language Flow84%

Unique Phrasing93%

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

Recommendation

✅ Recommended

Analysis Date

October 21, 2025

Total Reviews

20,547 reviews analyzed

Understanding This Trust Score

e.l.f. Glow Reviver Lip Oil, Nourishing Tinted Lip Oil For A... received a Grade A with a trust score of 95/100. 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 e.l.f. Glow Reviver Lip Oil, Nourishing Tinted Lip..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

nourishing (5x)hydrating (8x)moisturizing (11x)shiny (14x)natural look (17x)

Overall sentiment: Based on the analysis, the e.l.f. Glow Reviver Lip Oil has received overwhelmingly positive reviews from customers, with a 4.6/5 rating and 95/100 overall score. The high review content quality, velocity, and credibility suggest that customers are genuinely satisfied with the product's performance and consistency. However, the lower seller reputation score of 78/100 indicates that some customers may have had issues with the brand's customer service or shipping, which may be a concern for potential buyers.

Frequently Asked Questions

Are the reviews for e.l.f. Glow Reviver Lip Oil, Nourishing ... real?

▼

Based on our AI analysis, approximately 95% of reviews appear authentic, while 5% 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 20,547 reviews to calculate the trust score.

Should I buy e.l.f. Glow Reviver Lip Oil, Nourishing ...?

▼

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 20,547 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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