AI Search Readiness: Access, Content and Measurement Checks
Review documented requirements and real content gaps instead of a guaranteed AI-citation recipe.
SEO, AEO and GEO consultant · Technical SEO, local SEO and content strategy
Last reviewed October 31, 2026
SEO, AEO & GEO consultant based in Rangpur, Bangladesh. Technical SEO, local search and content strategy. Full bio →
Correction — 31 October 2026: unsupported testing, statistics and outcome claims from the earlier version are withdrawn. This is practical guidance, not a verified original study.
Distinguish crawler purposes
Consult each provider’s current crawler documentation. OpenAI distinguishes search discovery from model-training crawlers. Do not assume that blocking training forces zero search citations or that all bots must always be allowed.
Check access and readable information
Make public pages accessible as intended and inspect the text a crawler can retrieve. Keep private material protected. Missing citations do not by themselves establish a crawler problem.
Use accurate content and markup
Answer real questions with supported facts. Validate relevant structured data, but do not require FAQPage, sameAs or Wikidata on every page. Google states no special schema is needed for its AI features.
Track outcomes honestly
Keep prompts, conditions and linked sources in a dated log. Separate mentions, citations, traffic and enquiries. The earlier audit-cohort and 80% competitive-advantage claims are withdrawn.
Sources and further reading
Frequently asked
No. It describes practical checks, not a validated outcome formula.
No supporting records are on file. Those claims are withdrawn rather than republished as verified evidence.
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