Rebuilding Content for Generative Retrieval

Step-by-step procedural guides for restructuring and migrating content

Migration Guides

Restructuring Content for AI

How to restructure existing content for generative retrieval and citation.

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Migrating Legacy Blogs

Step-by-step process for migrating legacy blog content to AI-retrievable formats.

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Chunking Existing Content

How to apply content chunking and prechunking to existing content libraries.

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Retiring Low-Confidence Pages

How to identify and retire pages that cannot be retrieved by generative engines.

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Rebuilding Sites for Retrieval

Complete site architecture rebuild for generative retrieval optimization.

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Procedural Guides

These guides are procedural. People will follow them line-by-line.

Each guide includes:

  • Step-by-step instructions
  • Verification checkpoints
  • Common pitfalls
  • Success criteria

Related Systems

Migrations of this type affect content, structure, and inference behavior simultaneously. On large properties, this work often spans multiple teams and deployment cycles.

We assist organizations when internal capacity or risk tolerance makes this difficult to execute alone.

Implementation Support