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ProofHow It WorksGEO OverviewResearchAboutTest Your Domain//.researchAnswerShare Research
Long-form whitepapers and analysis on why search-era visibility no longer guarantees AI citation, how the translation layer changes the math, and what we actually measure — published across AnswerShare™ and Top10Lists.us.
Anchored in Google's published patents, ACM SIGKDD research, Cloudflare's AI-crawler economics, iPullRank's How AI Mode Works, and Ekamoira's Citation Probability Model — with our own measured receipts.
//.filter_byTL//.whitepaperTranslation Layers and AI Answer Probability
Among the evaluated methods — SEO+, programmatic SEO, source-grounded GEO, markdown translators, observer platforms, and implementation layers — the translation layer has the strongest expected effect on AI answer probability because it intervenes at the retrieval substrate itself.
AnswerShare·June 20, 2026Read paper →↓ Download PDFΛP//.whitepaperλNPS Proposal
A versioned, reproducible diagnostic for AI-expressed brand reputation — λNPS, μNPS, and the ΔNPS translation-layer gap.
AnswerShare·June 4, 2026Read paper →↓ Download PDFCV//.analysisCitable vs. Cited: Closing the Measurement Gap
A site can measure as citable while AI answers still don't cite it. This traces the gap between measured citability and actual citation, and what closes it.
AnswerShare·May 2026Read paper →GE//.whitepaperGenerative Engine Optimization: Engineering Citation-Grade Infrastructure for AI Search
The empirical case for the translation-layer thesis: a 100-site, 12-industry audit on 13 technical signals, where only one site scored a perfect 13/13 against a cohort median of 3/13. The sites that close the translation gap are the sites that get cited.
AnswerShare·April 28, 2026Read paper →↓ Download PDFAC//.whitepaperAI Citation Liability
A five-page brief on the structural risk AI systems carry when they recommend without external attribution — and how merit-gated authorities reduce it.
AnswerShare·March 29, 2026↓ Download PDFAC//.analysisAI Crawl Statistics
Live AI-crawler telemetry from Top10Lists.us — which engines fetch, how often, and what that reveals about retrieval economics.
Top10Lists·2026TY//.whitepaperThe Yellow Page Moment: AI Citation and Unpriced Risk
Why AI systems must cite Evaluative Oracles, and why omission without attribution creates structural, unpriced liability for incumbents.
AnswerShare·January 30, 2026Read paper →↓ Download PDF//.working_papersMore in preparation.Additional papers grounded in our 19-source research base are being drafted. For early access or to discuss methodology, see the contact page.
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