{"id":1816,"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","status":"current","audiences":["kevin","smb-owner","candid-team"],"topics":["editorial-discipline","citation-practices","generative-engine-optimization"],"reference_body":"**Claim:** Numerous SEO vendors repeat *\"Princeton GEO: 30–40% higher visibility from statistics / citations.\"* All trace back to the same arXiv paper, so they are **repetition, not independent confirmation.**\n\n**Source:** Cross-vendor observation, 2024–2026.\n\n**Confidence:** Single-source (one primary, many echoes).\n\n**Why this matters for Candid:** Editorial-discipline reminder. When the vendor chorus all sounds confident, check whether they're actually citing different studies. Here the answer is no — Aggarwal et al. is doing the work for every \"GEO study shows\" quote in the SEO press.","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"}]},"created_at":"2026-06-21T13:17:17.689Z","updated_at":"2026-06-21T13:17:17.689Z"}