1 min read

Three Parts or Nothing

Here's what AI Overviews actually do with your page: scan for entity, attribute, value, then move on if they don't find one.

Most SEO content is written to persuade, not be extracted. An AI extraction layer needs a named subject, a specific property, and a definitive value before it can cite you. "May improve engagement" doesn't qualify.

An EAV triple: "Google's AI Mode reduces organic click-through rates on navigational queries." Named entity, specific attribute, definitive value. That's citable.

The fix is in the prose, not the schema.

Name the entity. State the attribute. Give the value without the hedge.

Where this breaks: EAV precision doesn't help if AI doesn't recognize your entity as relevant to the query. Being extractable is necessary. It's not sufficient.

Your Move: Take any page you manage right now. Find the primary claim.

State it as [Entity] [verb] [value] or rewrite until you can.