Founder AI citations

Schema that helps AI citations (and schema that does not)

Key answer

Useful schema restates facts already in HTML: FAQPage, HowTo, Article, Person, Organization, and lodging or software types when they match the page. Junk schema is fake reviews, JobPosting you do not have, and HowTo on a sales homepage. Models and Google both punish markup that does not match visible content.

Bar chart of FAQ, HowTo, Organization, fake Review, and doorway JobPosting schema usefulness
Anthroly diagnostic map — qualitative liftability, not a panel survey.

Sarath Kavuru

Founder, Anthroly

Sarath Kavuru is the founder of Anthroly. He runs a human-led SEO and AEO practice that turns founder expertise into AI-search citations, authority content, and qualified conversations. Full bio

Helpful vs harmful markup

Schema is not a ranking cheat code. It is a machine-readable twin of the page. If the twin lies, you teach systems not to trust the domain.

Schema types we keep or reject in Anthroly builds
TypeWhen it helps citationsWhen it hurtsNiche note
FAQPageReal Q&A on the pageHidden FAQs / keyword stuffing questionsLegal: only educational questions you will stand behind
HowToOrdered steps the user can performHowTo on a pricing pageCyber: setup / DNS / agent deploy steps
Article + PersonNamed author, datesAnonymous “Staff Writer”All niches: author URL must resolve
OrganizationConsistent NAP, logo, sameAssameAs pointing at Stripe checkoutAI startups: disambiguate from labs
Hotel / LodgingBusinessReal amenitiesCopied OTA reviews as AggregateRatingAccommodations
JobPostingA real open roleFake jobs for rich resultsNever

Implementation notes

Anthroly pages combine schemas with @graph. That is valid. What is not valid is marking a whole marketing homepage as HowTo. Keep tools like the FAQ generator for drafts, then edit so markup matches copy.

Frequently asked questions

Does FAQ schema get me into AI Overviews?

Not by itself. Overviews need extractable answers and trust. FAQ schema helps machines find Q&A you already wrote.

Should every page have HowTo schema?

No. Only pages that are genuinely step-by-step. Overuse looks like spam.

Related in this cluster

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