{"id":1811,"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","status":"current","audiences":["kevin","smb-owner","candid-team"],"topics":["ai-citation","structured-content","llm-answer-engines","generative-engine-optimization"],"reference_body":"**Claim (verbatim):** *\"including citations, quotations from relevant sources, and statistics can significantly boost source visibility, with an increase of over 40% across various queries.\"* Top methods (Cite Sources, Quotation Addition, Statistics Addition) *\"achieved a relative improvement of 30–40% on the Position-Adjusted Word Count metric and 15–30% on the Subjective Impression metric,\"* with *\"visibility improvements up to 37%\"* on the live engine Perplexity.ai.\n\n**Source:** Aggarwal et al., \"GEO: Generative Engine Optimization\" (Princeton / Georgia Tech / Allen Institute for AI / IIT Delhi), arXiv:2311.09735, published at ACM SIGKDD KDD '24. URL: https://arxiv.org/abs/2311.09735 — Jun 28, 2024 (v3).\n\n**Confidence:** Verified (peer-reviewed).\n\n**Critical methodology caveat:** See [[geo-paper-methodology-caveat-body-text-not-schema]] — these are edits to *visible page text*, NOT schema markup. Visibility was measured with the authors' own metrics on their GEO-bench (≈10K queries, GPT-3.5 answer generator) plus a 200-sample Perplexity test — i.e., citation-share in synthesised answers, **not real click traffic**.\n\n**Why this matters for Candid:** The strongest single piece of evidence in this entire package. Peer-reviewed, independent (academic + AI2), and survives skeptical reading because the methodology is transparent. Anchors [[rule-favor-body-text-citations-stats-over-schema-for-ai-visibility]].","rationale_body":null,"metadata":null,"links":{"outgoing":[],"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":"geo-paper-pawc-30-40-percent-relative-improvement","title":"GEO paper — Cite Sources / Quotation / Statistics methods achieved 30–40% relative improvement on the Position-Adjusted Word Count metric","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"geo-paper-subjective-impression-15-30-percent","title":"GEO paper — 15–30% relative improvement on the Subjective Impression metric (LLM-rated answer quality from the source)","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"geo-paper-perplexity-37-percent-live-engine","title":"GEO paper — visibility improvements up to 37% on Perplexity.ai (live engine, 200-sample test)","kind":"reference","scope":"business","link_type":"depends-on"},{"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","link_type":"depends-on"},{"slug":"geo-paper-vendor-echoes-single-source-not-independent","title":"GEO-paper vendor echoes — \"Princeton GEO: 30–40% higher visibility\" repeated by many SEO vendors all trace back to the same arXiv paper; repetition, not independent confirmation","kind":"reference","scope":"business","link_type":"depends-on"},{"slug":"ahrefs-ai-cited-urls-1064-vs-1432-days-fresher","title":"Ahrefs (16.975M citations across 7 AI platforms) — average age of AI-cited URLs 1,064 days vs 1,432 days for organic top-10: 25.7% \"fresher\"","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"brightedge-17pct-aio-citations-in-organic-top-10-2026","title":"BrightEdge — only ~17% of sources cited in AI Overviews also rank in Google's organic top 10; ~5 of 6 AIO citations are NOT on page 1","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"capability-structured-queryable-data","title":"Capability 1 — structured, queryable data: content stored as records with fields, types and relationships so it can be filtered, sorted, searched, and assembled on demand","kind":"reference","scope":"business","link_type":"relates-to"},{"slug":"caveats-working-surface-vendor-self-reporting-and-context-mismatch","title":"Caveats for the working-surface brief: independent anchors (Pew, peer-reviewed GEO paper, Ahrefs large-N) carry the load; vendor figures are range / corroboration, not independent confirmation","kind":"reference","scope":"business","link_type":"relates-to"},{"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":"2026-06-21T13:17:17.671Z","updated_at":"2026-06-21T13:17:17.671Z"}