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.

Product image of EPAuto CP157 (CF12157) Cabin Air Filter, Replacement for Toyota Camry, Corolla, RAV4, Prius, Highlander, Sienna, Lexus RX, NX, ES, Subaru Outback, Crosstrek, Mazda CX-9 - Fits 2016-2025

EPAuto CP157 (CF12157) Cabin Air Filter, Replacement for Toyota Camry, Corolla, RAV4, Prius, Highlander, Sienna, Lexus RX, NX, ES, Subaru Outback, Crosstrek, Mazda CX-9 - Fits 2016-2025

Name: EPAuto CP157 (CF12157) Cabin Air Filter, Replacement for Toyota Camry, Corolla, RAV4, Prius, Highlander, Sienna, Lexus RX, NX, ES, Subaru Outback, Crosstrek, Mazda CX-9 - Fits 2016-2025
Brand: EPAuto
SKU: B083XL4RFR
Price: 12.47 USD
Availability: InStock
Rating: 4.8 (6193 reviews)

4.8(6,193 reviews)

AI-powered analysis of this product's reviews to help you make an informed purchase decision.

Last analyzed: October 9, 2025

0%🟢

Excellent

Trust Score

How trustworthy are the reviews for this product?

✓ Reviews appear trustworthy

Analysis Summary

Analysis is 101.8 days old. Re-run to get the latest review data and insights.

Based on the analysis, the EPAuto CP157 cabin air filter is highly rated by customers, with a 4.8/5 star rating and 95/100 overall score. The review quality is excellent, with credible reviewers and consistent product performance, which suggests that this product is trustworthy. However, the seller's reputation score is slightly lower at 78/100, which may raise some concerns about the brand's reliability and customer service.

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

good quality(5)fits perfectly(8)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow86%

Unique Phrasing93%

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

Recommendation

✅ Recommended

Analysis Date

October 9, 2025

Total Reviews

6,193 reviews analyzed

Understanding This Trust Score

EPAuto CP157 (CF12157) Cabin Air Filter, Replacement for Toy... 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 EPAuto CP157 (CF12157) Cabin Air Filter, Replaceme..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

good quality (5x)fits perfectly (8x)

Overall sentiment: Based on the analysis, the EPAuto CP157 cabin air filter is highly rated by customers, with a 4.8/5 star rating and 95/100 overall score. The review quality is excellent, with credible reviewers and consistent product performance, which suggests that this product is trustworthy. However, the seller's reputation score is slightly lower at 78/100, which may raise some concerns about the brand's reliability and customer service.

Frequently Asked Questions

Are the reviews for EPAuto CP157 (CF12157) Cabin Air Filter,... real?

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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?

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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 6,193 reviews to calculate the trust score.

Should I buy EPAuto CP157 (CF12157) Cabin Air Filter,...?

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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 6,193 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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Grade AEPAuto CP157 (CF12157) Cabin Air Filter, Replacement for Toyota Camry, Corolla, RAV4, Prius, Highlander, Sienna, Lexus RX, NX, ES, Subaru Outback, Crosstrek, Mazda CX-9 - Fits 2016-2025