MLforSEO Academy · The AI-powered Entity Audit
Entity Audit Scorecard
The 5C rubric as a tool: Clarity, Coverage, Consistency, Connection and Corroboration, scored 0–3 each at page and site level, with a prioritised fix list underneath.
- What you need
- Nothing — it runs entirely in your browser and makes no API calls
- Cost
- Free
- Feed it
- The CSVs the other tools export, or click the built-in example
- You get back
- A saved scorecard (JSON) and a CSV export
How to use it
- Click “Load the MLforSEO baseline” to see a worked example on a real site.
- Read the verdict first, then the five-dimension gauge.
- Open a dimension card to see the numbers driving that score.
- Work the “What to fix, in order” list — it is ranked by impact against effort.
- Save the scorecard. It becomes the before state you compare against in 90 days.
Worth knowing. Saving is the step people skip, and it is the one that turns a report into a measurement.
MLforSEO · The AI-powered Entity Audit
Entity Audit Scorecard
Five diagnostics that decide whether machines understand your site. Scored 0–3 each, at page and site level.
5C · CLARITY / COVERAGE / CONSISTENCY / CONNECTION / CORROBORATION
Load the baseline to see a worked example.
Site verdict
/15
What to fix, in order
Ranked by impact × effort × confidenceMovement since last audit
This tool comes from The AI-powered Entity Audit
It is taught in Module 1, Lesson 1.3, on a real site, with the dataset bundled so your numbers match the video.