What’s Next: Pillar 2 (Citation-Ready Structure)
Pillar 1 is about being fetchable.
Next, we move to Pillar 2: Citation-Ready Structure—how to write and structure content so AI systems are more likely to choose you as the primary source (and not just a random mention).
Kevin Roy is a performance-driven leader who has built his career around providing a vision for profitable growth strategies, products, services, and new market entries. Throughout his career, he has delivered tens of millions of dollars in revenue for private and public organizations in technology, finance, manufacturing, non-profits, retail, defense, biotech, fintech, and many other businesses. As a change agent, he has a proven history of increasing profitability and finding innovative solutions to complex issues. Kevin excels at building collaborative, cross-functional relationships that improve business outcomes, enhance customer experience, and drive up annual profit margins.
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FAQ.
1. What does it mean for a website to be “AI-ready”?
A website is “AI-ready” when AI systems like ChatGPT or Gemini can efficiently crawl, retrieve, and parse its content. This requires a healthy site with no crawl errors, fast and stable page loading, and a clear internal linking structure that allows bots to reach important pages easily.
2. What is Retrieval Readiness in AI SEO?
Retrieval Readiness is the foundation of AI SEO. It refers to how easily AI engines can fetch your pages without hitting technical barriers like broken links, slow load times, or orphaned content. If a page can’t be retrieved reliably, it won’t be cited—no matter how good the content is.
3. Why can great content still be invisible to AI engines?
AI systems don’t browse websites the way humans do. They scan and retrieve content quickly. If your site is slow, cluttered, broken, or poorly linked, AI engines will skip it in favor of sources that are easier to access and interpret.
4. How can I check whether AI bots can crawl my website properly?
The best starting point is Google Search Console. Review the Indexing reports to identify crawl errors, indexing issues, 404 pages, and server errors. This shows what search engines—and many AI systems—can and cannot access.
5. What should I do if my site has 404 errors?
If a page no longer exists and is generating 404 errors, redirect it to the most relevant alternative page. This prevents bots from hitting dead ends and preserves retrieval paths. On WordPress sites, this can be done easily using redirect plugins without developer involvement.
6. When are server errors a developer or hosting issue?
Server errors (5xx) usually indicate hosting or infrastructure problems rather than SEO mistakes. If you see persistent 5xx errors in Search Console, capture screenshots and send them to your developer or hosting provider instead of trying to fix them yourself.
7. Why does page speed matter for AI visibility?
AI engines favor fast, stable pages because they are easier to parse. Slow load times or layout shifting can interrupt content extraction, making your pages less reliable sources. Speed directly affects whether AI systems consider your content usable
8. What is the fastest non-technical way to improve page speed?
Image optimization is the quickest win. Compress images before uploading, reduce oversized dimensions, and use modern formats when possible. For most sites, oversized images are the primary cause of poor speed scores and unstable loading.
9. What are orphan pages and why do they matter for AI SEO?
Orphan pages are pages with no internal links pointing to them. If a page isn’t linked internally, AI systems may never discover it. Tools like Ahrefs can identify orphan pages so you can link them properly and signal their importance.
10. When should I stop fixing things myself and call a professional?
You should involve a developer when speed tests remain poor after image optimization, redirect loops can’t be resolved, persistent server errors appear, or PageSpeed reports flag JavaScript and render-blocking issues. Providing reports from Search Console, PageSpeed Insights, and Ahrefs creates a clear, actionable work order.


