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 86.225% (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.

✅ Tail Light w/Bulbs and Harness Compatible w/ 2014-2018 GMC Sierra 1500 2500HD 3500HD Halogen Taillight Rear Brake Signal Lamp Assembly OEM Replace #84288725 (Right Passenger Side) Review Analysis

Name: Tail Light w/Bulbs and Harness Compatible w/ 2014-2018 GMC Sierra 1500 2500HD 3500HD Halogen Taillight Rear Brake Signal Lamp Assembly OEM Replace #84288725 (Right Passenger Side)
Brand: Tail
SKU: B0FJ2GHSGB
Price: 62.99 USD
Availability: InStock
Rating: 5 (3 reviews)

Analysis Summary

Analysis is 60.2 days old. Re-run to get the latest review data and insights.

Based on this analysis, the Tail Light w/Bulbs and Harness from GE is a highly trustworthy product, with a near-perfect score of 86.225 out of 100. The reviewer's credibility and review content quality are exceptionally high, suggesting that the review is reliable and well-written. However, the seller's reputation is somewhat lower, which may be a concern for some consumers, but overall, this product seems to be a reliable OEM replacement for GMC Sierra owners.

Review Timeline

Review patterns over time - spikes may indicate manipulation

80%

Velocity Score

Spikes

None found

Peak

Reviews/mo

Timeline

Day Span

Pattern Analysis

Warning: Not enough review dates to create a timeline. All available reviews may be from a single day.

Keyword Analysis

Common phrases and their authenticity patterns

89%

Authenticity

perfectly fits(5)easy to install(8)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity30%

Natural Language Flow40%

Unique Phrasing40%

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

Recommendation

✅ Recommended

Analysis Date

November 19, 2025

Total Reviews

3 reviews analyzed

Understanding This Trust Score

Tail Light w/Bulbs and Harness Compatible w/ 2014-2018 GMC S... received a Grade B with a trust score of 86.225/100. 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 Tail Light w/Bulbs and Harness Compatible w/ 2014-..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

perfectly fits (5x)easy to install (8x)

Overall sentiment: Based on this analysis, the Tail Light w/Bulbs and Harness from GE is a highly trustworthy product, with a near-perfect score of 86.225 out of 100. The reviewer's credibility and review content quality are exceptionally high, suggesting that the review is reliable and well-written. However, the seller's reputation is somewhat lower, which may be a concern for some consumers, but overall, this product seems to be a reliable OEM replacement for GMC Sierra owners.

Frequently Asked Questions

Are the reviews for Tail Light w/Bulbs and Harness Compatibl... real?

▼

Based on our AI analysis, approximately 86.225% of reviews appear authentic, while 13.775000000000006% 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 3 reviews to calculate the trust score.

Should I buy Tail Light w/Bulbs and Harness Compatibl...?

▼

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 3 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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