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 87.1% (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.

✅ Shop-Vac 5801411 14-Gallon Wet/Dry Shop Vacuum, 5.5 Peak HP, 2.5 Inch Diameter x 7 Foot Hose, 20 Foot Cord, Ideal for Home, Garage, and Workshop Cleaning Review Analysis

Name: Shop-Vac 5801411 14-Gallon Wet/Dry Shop Vacuum, 5.5 Peak HP, 2.5 Inch Diameter x 7 Foot Hose, 20 Foot Cord, Ideal for Home, Garage, and Workshop Cleaning
Brand: Shop-Vac
SKU: B0CW686Y2T
Price: 97.99 USD
Availability: InStock
Rating: 4.8 (28 reviews)

Analysis Summary

Analysis is 43.3 days old. Re-run to get the latest review data and insights.

Based on the analysis, the Shop-Vac 5801411 has received overwhelmingly positive reviews from customers, with an average rating of 4.8/5. The high review velocity and credibility scores suggest that customers are actively sharing their experiences and trust the opinions of other reviewers. However, the relatively lower seller reputation score of 78/100 may raise some concerns about the reliability of the product's manufacturer, Shop-Vac, rather than the product itself.

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

81%

Authenticity

Shop-Vac(5)Shop Vac(8)suction(11)

Positive

Natural phrases

Critical

Genuine concerns

Suspicious

Generic phrases

Language Authenticity

Vocabulary Diversity100%

Natural Language Flow62%

Unique Phrasing100%

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

Recommendation

✅ Recommended

Analysis Date

December 6, 2025

Total Reviews

28 reviews analyzed

Understanding This Trust Score

Shop-Vac 5801411 14-Gallon Wet/Dry Shop Vacuum, 5.5 Peak HP,... received a Grade B with a trust score of 87.1/100. 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 Shop-Vac 5801411 14-Gallon Wet/Dry Shop Vacuum, 5...., here are the most common themes and opinions shared by verified buyers:

✓ Commonly Praised:

Shop Vac (8x)suction (11x)

Overall sentiment: Based on the analysis, the Shop-Vac 5801411 has received overwhelmingly positive reviews from customers, with an average rating of 4.8/5. The high review velocity and credibility scores suggest that customers are actively sharing their experiences and trust the opinions of other reviewers. However, the relatively lower seller reputation score of 78/100 may raise some concerns about the reliability of the product's manufacturer, Shop-Vac, rather than the product itself.

Frequently Asked Questions

Are the reviews for Shop-Vac 5801411 14-Gallon Wet/Dry Shop ... real?

▼

Based on our AI analysis, approximately 87.1% of reviews appear authentic, while 12.900000000000006% 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 28 reviews to calculate the trust score.

Should I buy Shop-Vac 5801411 14-Gallon Wet/Dry Shop ...?

▼

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 28 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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