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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 77% (Grade B). Scores above 80% indicate highly trustworthy reviews, 60-79% are generally reliable, and below 60% suggest caution.

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✅ FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles Review Analysis

Name: FRAM Extra Guard Engine Air Filter Replacement, Easy Install w/Advanced Engine Protection and Optimal Performance, CA9683 for Select Toyota Vehicles
Brand: FRAM
SKU: B000A0CAWQ
Price: 16.94 USD
Availability: InStock
Rating: 4.8 (1183 reviews)

Analysis Summary

Analysis is 140.3 days old. Re-run to get the latest review data and insights.

Based on the analysis, the FRAM Extra Guard Engine Air Filter Replacement is a well-regarded product with a high overall rating of 4.8/5 from 13 reviews. While the review content is generally high-quality and reviewers are enthusiastic, there are some concerns about the credibility of the reviewers and the distribution of the reviews, which may indicate some bias or manipulation. Overall, the product's performance and consistency are strong, but consumers should approach the reviews with a critical eye.

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

so far so good(5)easy method to change out a filter(8)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow60%

Unique Phrasing100%

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

Recommendation

✅ Recommended

Analysis Date

August 31, 2025

Total Reviews

1,183 reviews analyzed

Understanding This Trust Score

FRAM Extra Guard Engine Air Filter Replacement, Easy Install... received a Grade B with a trust score of 77/100. 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 FRAM Extra Guard Engine Air Filter Replacement, Ea..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

so far so good (5x)easy method to change out a filter (8x)

Overall sentiment: Based on the analysis, the FRAM Extra Guard Engine Air Filter Replacement is a well-regarded product with a high overall rating of 4.8/5 from 13 reviews. While the review content is generally high-quality and reviewers are enthusiastic, there are some concerns about the credibility of the reviewers and the distribution of the reviews, which may indicate some bias or manipulation. Overall, the product's performance and consistency are strong, but consumers should approach the reviews with a critical eye.

Frequently Asked Questions

Are the reviews for FRAM Extra Guard Engine Air Filter Repla... real?

▼

Based on our AI analysis, approximately 77% of reviews appear authentic, while 23% 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 1,183 reviews to calculate the trust score.

Should I buy FRAM Extra Guard Engine Air Filter Repla...?

▼

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 1,183 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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