Marketing

Content Refresh and Search Audits

• Applying an Audit's Edit List Without Breaking the Draft
• Writing a Revision Prompt for Structured Data, Not Prose
• A Change Detection Rule for Pages That Get Edited
• Anchoring Findings to Content Hashes Instead of Line Numbers
• Designing a Schema for Refusals: The No-Change Token
• How to Audit a Content Refresh with an AI Agent
• How to Audit Customer-Facing Content for Consistency
• Logging Fallback Decisions: Auditing Which Step Rescued an Edit
• Storing Findings and Edits in Postgres So Re-Anchoring Is a Query
• Trigram or Embedding: Choosing a Similarity Measure for Edits
• What a Site Rebuild Costs in Model Tokens