AnswerShare 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.

Last updated:

//.research

AnswerShare 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.

//.authorship_and_method

Research by Robert Maynard, Jr.

Applied research on AI retrieval, grounding, and citation systems. Each release identifies its question, cohort, method, observed result, limits, and where available its frozen evidence and reproduction materials.

Download research index (.md) ↓ Inspect released evidence → Author record → QuestionsDeclared before findingsEvidenceFrozen and inspectableMethodCohort and rules statedLimitsInference kept distinct//.filter_by DA//.research

Do AI Crawlers Ask for Markdown?

A 4,300,723-request study across five properties of whether frontier AI crawlers explicitly ask for text/markdown, with both raw-header ledgers published for review.

AnswerShare·August 6, 2026·By Robert Maynard, Jr.
Read findings → 1S//.research

100-Site GEO Survey

An independent audit of 100 websites across 12 industries measuring Generative Engine Optimization performance across 13 technical signals. Explore per-site scores, industry breakdowns, and the cohort data underlying the citation-grade infrastructure research.

AnswerShare·June 25, 2026·By Robert Maynard, Jr.
Full results → TG//.whitepaper

The Generative Search Economy

An evaluation of the acquisition economics of generative search, comparing AI-referral efficiency against traditional channels and making the case for Generative Engine Optimization measured through Share of Model rather than the high-volume clicks the zero-click economy no longer delivers.

AnswerShare·June 22, 2026·By Robert Maynard, Jr.
Read paper → ↓ Download PDF TL//.whitepaper

Translation 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, 2026·By Robert Maynard, Jr.
Read paper → ↓ Download PDF ΛP//.whitepaper

λNPS Proposal

A versioned, reproducible diagnostic for AI-expressed brand reputation — λNPS, μNPS, and the ΔNPS translation-layer gap.

AnswerShare·June 4, 2026·By Robert Maynard, Jr.
Read paper → ↓ Download PDF GE//.whitepaper

Generative 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, 2026·By Robert Maynard, Jr.
Read paper → ↓ Download PDF GA//.research

Global AI-Citation Infrastructure Audit: Cross-Industry Survey of Purpose-Built AI Readiness

A live-curl audit of 34 websites across 12 industries against eight defined AI-readiness signals, with raw results and scored data identified in the published method.

Top10Lists·March 28, 2026·By Perplexity Deep Research
TZ//.whitepaper

The Zero-Latency Integrity Protocol (ZLIP)

A technical paper on 24-hour professional-license synchronization, clean-room HTML delivery, and anti-hallucination schema for verifiable AI retrieval.

Top10Lists·March 24, 2026·By Robert Maynard, Jr.
AC//.analysis

AI Crawl Statistics

Live AI-crawler telemetry from Top10Lists.us — which engines fetch, how often, and what that reveals about retrieval economics.

Top10Lists·2026·By Robert Maynard, Jr.
TY//.whitepaper

The 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.

Top10Lists·January 30, 2026·By Robert Maynard, Jr.
↓ Download PDF Read Markdown → AC//.analysis

AI Citation and Liability

An article and downloadable whitepaper on the accountability created when AI-generated professional recommendations lack citation or disclosed editorial attribution.

Top10Lists·January 4, 2025·By Top10Lists.us
↓ 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.