Content Analysis Summary

Content Optimized 3 Comparisons 2025-09-05T16:14:03.681Z

Processing Performance

15 Pages Processed
7s Avg Page Time
144ms 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

instantcheckmate_com_20250905_1612_vs_intelius_com_20250905_1613

60% Overall Similarity
𝒊 Jaccard 58%
𝒊 Cosine 86%
𝒊 Fingerprint 1%
𝒊 Semantic 87%
𝒊 Topic 58%

beenverified_com_20250905_1611_vs_intelius_com_20250905_1613

31% Overall Similarity
𝒊 Jaccard 33%
𝒊 Cosine 65%
𝒊 Fingerprint 0%
𝒊 Semantic 9%
𝒊 Topic 50%

beenverified_com_20250905_1611_vs_instantcheckmate_com_20250905_1612

31% Overall Similarity
𝒊 Jaccard 34%
𝒊 Cosine 64%
𝒊 Fingerprint 0%
𝒊 Semantic 11%
𝒊 Topic 43%

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