Everyone treats AI search visibility like an SEO add-on, something marketing bolts on after launch. That’s the wrong order.
The real blocker is usually technical: content buried behind client-side rendering that crawlers can’t parse, no structured data on product pages, and docs that live in a CMS nobody on the eng team can touch. By the time marketing asks for changes, it’s a ticket in a backlog that never clears.
Teams that actually get indexed treat this as engineering work from day one. Content changes go through the same PR process as everything else, reviewed and merged by whoever owns the repo.
If your site content isn’t shippable as a pull request, that’s the thing to fix first, not the content itself.
What does your review process look like for content changes right now?
