Review authenticity analyzer — detect fake reviews, suspicious patterns, and rating manipulation.
bash
npx skills add nexscope-ai/eCommerce-Skills --skill amazon-review-checker -g
LevelRequired DataUnlocked AnalysisL1 BasicReview contentSimilarity, length, keywordsL2 Advanced+ Review dateTime clustering detectionL3 Deep+ Star ratingRating distribution analysisL4 Complete+ VP statusVerified purchase validation
DimensionWeightMethodTime Clustering25%Sliding window + burst detectionContent Similarity20%N-gram + Jaccard similarityRating Distribution20%Chi-square test vs natural distributionVP Ratio15%Compare to category benchmarkReview Length5%Entropy analysisSuspicious Keywords5%Keyword pattern matching
ScoreLevelDescription70-100✅ Low RiskReviews appear authentic50-69⚠️ Medium RiskSome concerns found30-49🔴 High RiskMultiple red flags0-29💀 CriticalLikely mass fake reviews
Paste reviews directly in conversation:
text
Check these reviews:
5 stars - Great product! Works perfectly.
5 stars - Amazing! Best purchase ever.
1 star - Not as described.
bash
python3 scripts/analyzer.py '[
{"content": "Great product!", "rating": 5, "date": "2024-01-15", "verified_purchase": true},
{"content": "Amazing!", "rating": 5, "date": "2024-01-15", "verified_purchase": false}
]'
bash
python3 scripts/analyzer.py --demo
text
📊 Review Authenticity Report
ASIN: B08XXXXX
Reviews: 10
Analysis Level: L4
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Authenticity Score: 66/100 ⚠️
Medium Risk - Some concerns found.
━━━━━━━━━━━━━━━━━━━━━━━━
Detection Dimensions
🔴 Time Clustering: 70/100
Max 6 reviews within 48h
✅ Content Similarity: 24/100
Found 0 highly similar review groups
━━━━━━━━━━━━━━━━━━━━━━━━
High-Risk Reviews (Top 3)
1. Risk 75% - "Perfect!"
Reason: Too short, non-VP, templated 5-star
🔍 Want more accurate analysis? Add:
• Reviewer info → Unlock "Account Profile Analysis"
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User Input (any format)
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Smart field detection
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Analyze with available data
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Results + depth suggestions
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User continues or ends
Part of Nexscope AI — AI tools for e-commerce sellers.