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Semantic Search & Post-Cookie Optimization Graphics

Content Originality and Ingestion Math

Search systems increasingly reward information gain and penalize near-duplicates. Ingestion math is how you measure uniqueness, coverage, and overlap across a corpus before it ships. Treating originality as a number, not a feeling, keeps large content programs from quietly flooding the index with sameness.

Points clés

  • Measure similarity between new pages and existing ones before publishing.
  • Track unique facts, examples, and entities per page, not just word count.
  • Set an overlap threshold and block or merge pages that exceed it.
  • Compare against top-ranking competitors to ensure real information gain.
  • Deduplicate at ingestion time, not after indexation.
  • Keep a canonical registry so near-duplicates route to one URL.
  • Review low-originality pages for refresh or consolidation.
  • Report originality metrics alongside traffic to prove value.

Questions fréquentes

What is information gain in this context?

How much new value a page adds beyond what already exists in the index.

Can I measure originality automatically?

Yes with similarity and overlap metrics, but human review still matters.

Does AI-generated content fail originality?

Not if it adds new facts and structure; sameness is the risk, not the tool.

How do I fix low-originality pages?

Add original data, examples, and perspective, or merge them into a stronger page.

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