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 86.825% (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.

✅ 1157 BAY15D LED Bulb White CANBUS Error Free 4000LM Super Bright Reverse Backup Light Built in Resistor Anti Hyper Flash with Cooling Fan 2057 2357 7528 for Turn Signal Lights(2PCS) Review Analysis

Name: 1157 BAY15D LED Bulb White CANBUS Error Free 4000LM Super Bright Reverse Backup Light Built in Resistor Anti Hyper Flash with Cooling Fan 2057 2357 7528 for Turn Signal Lights(2PCS)
Brand: 1157
SKU: B0FP8B1HD7
Price: 19.99 USD
Availability: InStock
Rating: 3.8 (11 reviews)

Analysis Summary

Based on the analysis, this 1157 brand product has received a moderate rating of 3.8/5 from 8 reviews, indicating a generally positive but not outstanding customer experience. A key concern is the relatively low seller reputation score of 78/100, suggesting that customers may have had some issues with the seller's communication or shipping. However, the high product consistency score of 95/100 and the excellent reviewer credibility score of 94/100 suggest that the product itself is reliable and customers are generally trustworthy in their reviews.

Review Timeline

Review patterns over time - spikes may indicate manipulation

90%

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

brighter than stock(5)way worth it(8)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow98%

Unique Phrasing97%

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

Recommendation

✅ Recommended

Analysis Date

January 12, 2026

Total Reviews

11 reviews analyzed

Understanding This Trust Score

1157 BAY15D LED Bulb White CANBUS Error Free 4000LM Super Br... received a Grade B with a trust score of 86.825/100. 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 1157 BAY15D LED Bulb White CANBUS Error Free 4000L..., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

brighter than stock (5x)way worth it (8x)

Overall sentiment: Based on the analysis, this 1157 brand product has received a moderate rating of 3.8/5 from 8 reviews, indicating a generally positive but not outstanding customer experience. A key concern is the relatively low seller reputation score of 78/100, suggesting that customers may have had some issues with the seller's communication or shipping. However, the high product consistency score of 95/100 and the excellent reviewer credibility score of 94/100 suggest that the product itself is reliable and customers are generally trustworthy in their reviews.

Frequently Asked Questions

Are the reviews for 1157 BAY15D LED Bulb White CANBUS Error ... real?

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Based on our AI analysis, approximately 86.825% of reviews appear authentic, while 13.174999999999997% 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 11 reviews to calculate the trust score.

Should I buy 1157 BAY15D LED Bulb White CANBUS Error ...?

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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 11 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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