{"id":1815,"slug":"geo-paper-methodology-caveat-body-text-not-schema","title":"GEO paper — critical methodology caveat: the lifts come from BODY-TEXT edits, NOT schema markup; authors explicitly note \"less likely to affect search engine rankings\"","kind":"reference","scope":"business","status":"current","audiences":["kevin","smb-owner","candid-team"],"topics":["ai-citation","editorial-discipline","structured-data-mechanics","generative-engine-optimization"],"reference_body":"**Claim:** The GEO paper's lifts are from edits to **visible page text**, NOT schema markup. The authors explicitly note their changes are *\"less likely to affect search engine rankings\"* because they don't touch metadata or backlinks. Visibility is measured as **citation-share in synthesised answers, not real click traffic.**\n\n**Source:** Aggarwal et al., arXiv:2311.09735 — Jun 28, 2024; methodology section.\n\n**Confidence:** Verified (authors' own framing).\n\n**Why this matters for Candid:** This caveat is *as important as the headline finding*. It means: (a) you cannot generalise the 40%+ result to \"schema works\" — the paper says nothing about schema; (b) you cannot translate citation-share into traffic without further evidence; (c) the lever is editorial discipline on body text. Anchors [[rule-favor-body-text-citations-stats-over-schema-for-ai-visibility]].","rationale_body":null,"metadata":null,"links":{"outgoing":[{"slug":"geo-paper-aggarwal-kdd-2024-citations-stats-40pct-visibility","title":"Aggarwal et al., \"GEO: Generative Engine Optimization\" (Princeton / Georgia Tech / Allen AI / IIT Delhi, KDD '24) — citations + quotations + statistics in visible text lift source visibility by >40% across queries","kind":"reference","scope":"business","link_type":"depends-on"}],"incoming":[{"slug":"research-brief-website-as-working-surface-june-2026","title":"Research brief: the website as a working surface of the business — four capabilities, AI-citation decoupling, freshness as a real signal (June 2026)","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"gap-no-independent-primary-evidence-schema-improves-ai-citation","title":"GAP — no independent or primary evidence that schema markup ITSELF improves AI-answer citation; vendor claims (FAQ schema → 2.8× citations, author schema → 3×) are single-source and unverified","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"rule-schema-is-eligibility-not-ranking-stop-claiming-otherwise","title":"R2 — Schema markup is rich-result ELIGIBILITY, not a ranking boost; stop claiming otherwise in client materials","kind":"rule","scope":"business","link_type":"depends-on"},{"slug":"rule-favor-body-text-citations-stats-over-schema-for-ai-visibility","title":"R3 — Favor body-text citations, quotations and statistics over schema markup as the AI-visibility lever; the peer-reviewed lift is in body text","kind":"rule","scope":"business","link_type":"depends-on"}]},"created_at":"2026-06-21T13:17:17.686Z","updated_at":"2026-06-21T13:17:17.686Z"}