Content Analysis Summary

Content Optimized 1 Comparisons 2025-08-18T15:28:59.340Z

Processing Performance

1 Pages Processed
18s Avg Page Time
56ms Processing Speed

Content Analysis Algorithms

🎯

Jaccard Similarity

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📐

Cosine Similarity

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🔍

Fingerprint Match

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🧠

Semantic Analysis

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📚

Topic Modeling

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Jaccard Similarity

Measures the similarity between two sets by dividing the intersection by the union. Perfect for comparing shared vs unique content elements. Higher scores indicate more shared content overlap.

Cosine Similarity

Calculates the cosine of the angle between two document vectors. Excellent for comparing text content regardless of document length. Values closer to 1 indicate very similar content themes.

Fingerprint Matching

Uses content hashing to detect exact or near-exact duplicate content blocks. Highly sensitive to copy-paste scenarios. Even small scores suggest potential plagiarism.

Semantic Analysis

Uses AI models to understand meaning and context beyond keywords. Detects paraphrased or rewritten content that maintains similar meaning. High scores indicate conceptual similarity.

Topic Modeling

Identifies underlying topics and themes across content. Groups content by subject matter similarity. Higher scores indicate sites covering similar topic areas or categories.

Content Similarity Analysis

mage_space_20250818_1528_vs_midjourney_com_20250818_1528

1% Overall Similarity
𝒊 Jaccard 2%
𝒊 Cosine 1%
𝒊 Fingerprint 0%
𝒊 Semantic 2%
𝒊 Topic 0%

Content Analysis Insights

🚨 Risk Assessment

🔴 -- Critical Similarity
🟠 -- High Concern
🟡 -- Moderate Risk
🟢 -- Acceptable Difference

📊 Algorithm Performance

Most Sensitive: Cosine
Least Sensitive: Fingerprint
Best Detector: Semantic

🔍 Content Patterns

InstantCheckmate vs TruthFinder show highest similarity
TruePeopleSearch appears most unique
3 sites form a similarity cluster

💡 Recommendations

CRITICAL Investigate high-similarity pairs for potential copying
HIGH Review semantic matches for paraphrased content
MEDIUM Monitor cosine scores for content theme overlap