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 89% (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.

Product image of EPAuto GP295 (CA12295) Engine Air Filter Replacement for Subaru Crosstrek, Forester, Outback, Impreza, Ascent, Legacy, WRX, Mitsubishi Outlander PHEV – Fits Select Models 2017–2025 Rigid Panel Filter

EPAuto GP295 (CA12295) Engine Air Filter Replacement for Subaru Crosstrek, Forester, Outback, Impreza, Ascent, Legacy, WRX, Mitsubishi Outlander PHEV – Fits Select Models 2017–2025 Rigid Panel Filter

Name: EPAuto GP295 (CA12295) Engine Air Filter Replacement for Subaru Crosstrek, Forester, Outback, Impreza, Ascent, Legacy, WRX, Mitsubishi Outlander PHEV – Fits Select Models 2017–2025 Rigid Panel Filter
Brand: EPAuto
SKU: B0DFRZB24C
Price: 12.87 USD
Availability: InStock
Rating: 4.8 (54 reviews)

4.8(54 reviews)

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

Last analyzed: December 9, 2025

0%🟢

Very Good

Trust Score

How trustworthy are the reviews for this product?

✓ Reviews appear trustworthy

Analysis Summary

Analysis is 40.4 days old. Re-run to get the latest review data and insights.

Based on the analysis, the EPAuto GP295 engine air filter replacement is a highly rated product with a 4.8/5 star rating and an overall score of 89/100. The review content is of high quality, and reviewers are credible, suggesting that the product is trustworthy. However, the seller's reputation could be improved, and the review distribution is somewhat uneven, which may raise some concerns about the product's consistency and reliability.

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

91%

Authenticity

perfect fit(5)great price(8)easy to install(11)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow56%

Unique Phrasing94%

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

Recommendation

✅ Recommended

Analysis Date

December 9, 2025

Total Reviews

54 reviews analyzed

Understanding This Trust Score

EPAuto GP295 (CA12295) Engine Air Filter Replacement for Sub... received a Grade B with a trust score of 89/100. 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 EPAuto GP295 (CA12295) Engine Air Filter Replaceme..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

perfect fit (5x)great price (8x)easy to install (11x)

Overall sentiment: Based on the analysis, the EPAuto GP295 engine air filter replacement is a highly rated product with a 4.8/5 star rating and an overall score of 89/100. The review content is of high quality, and reviewers are credible, suggesting that the product is trustworthy. However, the seller's reputation could be improved, and the review distribution is somewhat uneven, which may raise some concerns about the product's consistency and reliability.

Frequently Asked Questions

Are the reviews for EPAuto GP295 (CA12295) Engine Air Filter... real?

▼

Based on our AI analysis, approximately 89% of reviews appear authentic, while 11% 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 54 reviews to calculate the trust score.

Should I buy EPAuto GP295 (CA12295) Engine Air Filter...?

▼

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 for [object Object]

This product has 54 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

As an Amazon Associate I earn from qualifying purchases

Grade BEPAuto GP295 (CA12295) Engine Air Filter Replacement for Subaru Crosstrek, Forester, Outback, Impreza, Ascent, Legacy, WRX, Mitsubishi Outlander PHEV – Fits Select Models 2017–2025 Rigid Panel Filter