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.

✅ Cabin and Engine Air Filter Set for Tacoma 3.5L (2016 2017 2018 2019 2020 2021 2022 2023), Replace 178010P100, 335017, CF10374, 87139YZZ09 Review Analysis

Name: Cabin and Engine Air Filter Set for Tacoma 3.5L (2016 2017 2018 2019 2020 2021 2022 2023), Replace 178010P100, 335017, CF10374, 87139YZZ09
Brand: Cabin
SKU: B0DR76BS53
Price: 29.79 USD
Availability: InStock
Rating: 4.7 (73 reviews)

Analysis Summary

Analysis is 113.6 days old. Re-run to get the latest review data and insights.

Based on the analysis, this Cabin and Engine Air Filter Set for Tacoma 3.5L has received overwhelmingly positive reviews from a small group of customers, with an average rating of 4.7/5. The high review content quality, reviewer credibility, and product consistency scores suggest that the product is reliable and effective, but the lower seller reputation score raises some concerns about the company's reliability. Overall, this product appears to be a trustworthy option for Tacoma owners, but it's essential to be cautious when dealing with a relatively new seller.

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)quick delivery(11)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow54%

Unique Phrasing100%

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

Recommendation

✅ Recommended

Analysis Date

September 27, 2025

Total Reviews

73 reviews analyzed

Understanding This Trust Score

Cabin and Engine Air Filter Set for Tacoma 3.5L (2016 2017 2... 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 Cabin and Engine Air Filter Set for Tacoma 3.5L (2..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

perfect fit (5x)great price (8x)quick delivery (11x)

Overall sentiment: Based on the analysis, this Cabin and Engine Air Filter Set for Tacoma 3.5L has received overwhelmingly positive reviews from a small group of customers, with an average rating of 4.7/5. The high review content quality, reviewer credibility, and product consistency scores suggest that the product is reliable and effective, but the lower seller reputation score raises some concerns about the company's reliability. Overall, this product appears to be a trustworthy option for Tacoma owners, but it's essential to be cautious when dealing with a relatively new seller.

Frequently Asked Questions

Are the reviews for Cabin and Engine Air Filter Set for Taco... 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 73 reviews to calculate the trust score.

Should I buy Cabin and Engine Air Filter Set for Taco...?

▼

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 73 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