MLforSEO Academy · The AI-powered Entity Audit
Entity Brief Generator
Turn audit findings into a brief a writer can act on: canonical name, entities to add, entities to demote, and the placements that matter.
- What you need
- An Anthropic API key
- Cost
- Pennies per brief
- Feed it
- One page's audit row, plus the current page content
- You get back
- A structured brief you can print or export
How to use it
- Paste your Anthropic key and fill in the audit row for one page.
- Add the missing entities from your gap matrix and the canonical name.
- Paste the current content — the brief is an edit instruction, not a commission.
- Read the brief, and check every factual claim it moved or kept.
- Export it. It goes to a writer, not to a publish button.
Worth knowing. Never auto-publish a rewrite of a page that carries factual claims or currently ranks well.
Entity Brief Generator
Turn audit findings into a brief a writer can act on. Built from your data, not from a blank prompt — the brief is only as good as the diagnosis behind it.
1 · Your Claude API key
2 · The page and what the audit found
This tool comes from The AI-powered Entity Audit
It is taught in Module 5, Lesson 5.3, on a real site, with the dataset bundled so your numbers match the video.
