TL;DR. GEO shares the technical foundation of SEO (crawlability, structured data, semantic HTML) but optimizes for a different outcome: being cited in a synthesized answer, not ranking on a list. PR, SEO, and Content need to work much closer together under GEO than they did under SEO.
What overlaps
- Technical crawlability (WAF rules, robots.txt, sitemaps, rendering).
- Structured data and schema (JSON-LD).
- Semantic HTML hierarchy.
- Site speed and indexability.
What diverges
- Answer format. Pages must be "answer-ready" (structured to directly respond to questions), not just "rank-ready" for keywords.
- Third-party citations. AI engines weight third-party sources heavily (G2, Reddit, Forbes, YouTube). SEO's backlink focus is replaced by citation networks.
- Entity signals. Wikidata, Knowledge Panel, LinkedIn, Crunchbase become primary inputs, not nice-to-haves.
- Unit of analysis. SEO tracks keywords. GEO tracks prompt groups, because prompts carry intent keywords do not.
Why teams have to integrate
PR, SEO, and Content working in silos was tolerable under SEO. Under GEO, a content piece without entity signals does not get cited. A PR mention without on-page schema does not compound. A technical fix without citable content does not move visibility. The three have to align.
Do this now:
Run your first prompt group (see module 2) twice. Go to the Citations tab and see which domains have the highest % of citations. Those are the PR targets your SEO team cannot deliver alone.
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