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 92% (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.

✅ PHILTOP Engine air filter CA12268 Replacement for 2017-2024 Audi A4, A4 allroad, A4 Quattro, A5 Quattro, A5 Sportback, Q5, Q5 PHEV, Q5 Sportback, S4, S5, SQ5 Review Analysis

Name: PHILTOP Engine air filter CA12268 Replacement for 2017-2024 Audi A4, A4 allroad, A4 Quattro, A5 Quattro, A5 Sportback, Q5, Q5 PHEV, Q5 Sportback, S4, S5, SQ5
Brand: PHILTOP
SKU: B0DLWD1Q8V
Price: 18.99 USD
Availability: InStock
Rating: 4.6 (260 reviews)

Analysis Summary

Analysis is 106.3 days old. Re-run to get the latest review data and insights.

Based on the analysis, the PHILTOP Engine air filter replacement for various Audi models has received overwhelmingly positive reviews from customers, with an average rating of 4.6/5 and a high overall score of 92/100. The reviews are well-written, credible, and consistently mention the product's effectiveness, which suggests that PHILTOP has a reliable product. However, the relatively low seller reputation score of 78/100 indicates that some customers may have had issues with the seller's customer service or shipping.

Review Timeline

Review patterns over time - spikes may indicate manipulation

90%

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

91%

Authenticity

perfect fit(5)easy to install(8)decent filter(11)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow50%

Unique Phrasing100%

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

Recommendation

✅ Recommended

Analysis Date

October 4, 2025

Total Reviews

260 reviews analyzed

Understanding This Trust Score

PHILTOP Engine air filter CA12268 Replacement for 2017-2024 ... received a Grade A with a trust score of 92/100. 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 PHILTOP Engine air filter CA12268 Replacement for ..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

perfect fit (5x)easy to install (8x)decent filter (11x)

Overall sentiment: Based on the analysis, the PHILTOP Engine air filter replacement for various Audi models has received overwhelmingly positive reviews from customers, with an average rating of 4.6/5 and a high overall score of 92/100. The reviews are well-written, credible, and consistently mention the product's effectiveness, which suggests that PHILTOP has a reliable product. However, the relatively low seller reputation score of 78/100 indicates that some customers may have had issues with the seller's customer service or shipping.

Frequently Asked Questions

Are the reviews for PHILTOP Engine air filter CA12268 Replac... real?

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Based on our AI analysis, approximately 92% of reviews appear authentic, while 8% show patterns consistent with potentially fake or incentivized reviews. Overall, you can trust most reviews for this product.

How does RateBud detect fake reviews?

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Our AI analyzes multiple factors including review timing patterns, language similarity, reviewer history, and purchase verification. For this product, we analyzed 260 reviews to calculate the trust score.

Should I buy PHILTOP Engine air filter CA12268 Replac...?

▼

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 260 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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