Models lift spans they can quote: dated, consistent, specific. A page of mood copy with no numbers, no names, and no source-of-record is a page a retriever skips.
A GEO readiness audit looks at extractability, structure, and citation potential, then hands you a ranked backlog. Measurement without that list does not close the loop. You will screenshot the same gap next month.
AEO drafts aim at those spans. Then a human signs off. Autonomous draft is not autonomous publish. We push the approved asset to the CMS or feed you already run, so the crawler fetches a real URL — not a paste in a prompt.
JSON-LD and schema help a retriever join the entity. They are useful for rich results. They are not a ticket into ChatGPT. FAQPage spam as a ranking stunt is how sites burn trust with both Google and models.
One canonical facts page can be the source of record for the brand: legal name, markets, product lines, claims you will still stand behind in a year. Keep it boring. Boring is extractable.
Product feeds and shopping shelves inside answers are a different layer — SKU, merchant, attributes. That shelf is roadmap here. Do not buy a story that a blog FAQ will put you on a shopping card.
The next slice is the only proof. If the crawler still cannot fetch, or the span still cannot be quoted, the prose did not do the job — no matter how it felt in the CMS preview.