AI systems can only use content they can reach, read and understand. These technical factors matter most:

  • Crawler access: robots.txt should not block the crawlers of the systems you want to appear in, such as OAI-SearchBot and GPTBot (OpenAI), PerplexityBot or Bingbot.
  • Rendering: key content should be available in the HTML, not only after complex JavaScript runs.
  • Structured data: Organization, Service, Person, Article and FAQPage schema help machines understand who you are and what a page is about.
  • Clean indexing: canonical tags, sitemaps, no duplicate pages and no thin or empty pages.
  • Speed and mobile usability, which remain important for Google.

Technical fixes alone rarely create citations, but technical errors can prevent them entirely. In The AI Visibility SEO & GEO Playbook this is the base of the Visibility Stack: access, crawlability and structure come before entity clarity, evidence, authority and recommendation. If a lower layer is broken, work on the higher layers becomes unstable.