Is schema markup necessary for GEO?
It is recommended. Schema markup helps search and AI systems understand page types, entity relationships, and key fields, but cannot replace visible content or evidence.
Can JSON-LD be injected through GTM?
GTM can be a temporary or supplementary option. For core service, knowledge, and FAQ pages, include key schema markup directly in the HTML or server-rendered output because some AI crawlers do not execute JavaScript.
Does FAQPage still have value?
Google no longer displays FAQ rich results. FAQPage can remain as semantic markup that matches visible questions and answers, but it does not guarantee AI citations. Focus on accurate answers and verifiable sources.
Which bots should robots.txt allow?
Check that search crawlers such as Googlebot, Bingbot, OAI-SearchBot, and PerplexityBot are not blocked by mistake. Access for training crawlers such as GPTBot should follow your company's data policy.
Why are canonical tags important?
Canonical tags tell search systems which URL is the authoritative version. Confusion between old and test domains, or www and non-www versions, can lead AI to cite the wrong page.
What does a sitemap do?
A sitemap helps search and AI-related indexing systems discover core pages, especially newly published knowledge, FAQ, and evidence pages.
How can we check whether page content is readable?
Inspect the initial HTML with curl or a browser, and the rendered DOM in a browser. Check that headings, body text, FAQs, tables, and schema markup are readable. Information shown only in images is not reliably accessible as text.
Can a CDN or firewall affect GEO?
Yes. A WAF may treat AI bots as suspicious traffic and return a 403 status. Check User-Agent strings, IP addresses, and status codes in the logs.
Explore the related public resources, or submit your website for an AI visibility assessment.
Request a GEO Visibility AssessmentFurther reading and supporting evidence
FAQs answer specific questions. The links below add methods, evidence, case studies, and assessments so readers can trace each answer and AI can recognize its context and supporting sources.