GEO Measurement System
A live experiment using Cloudflare AI Crawl Control, Otterly.ai, and Claude to measure AI answer visibility and cited sources.
Demonstrates: GEO baselining, prompt tracking, crawler control, and citation analysis.
SEO gets you found. AEO gets you chosen.
I help B2B brands turn AI search, answer engine, and agent-assisted visibility into measurable growth across Google, AI Overviews, ChatGPT, Perplexity, Gemini, and emerging discovery systems.
Proof points
AI Search Proof Lab
The AI Search Proof Lab is a public portfolio of experiments, audits, templates, and workflows showing how brands appear, disappear, and compete inside AI-generated answers, AI Overviews, and agent-assisted search journeys.
A live experiment using Cloudflare AI Crawl Control, Otterly.ai, and Claude to measure AI answer visibility and cited sources.
Demonstrates: GEO baselining, prompt tracking, crawler control, and citation analysis.
A workflow for finding where competitors are cited in AI answers, where a brand is missing, and which content to refresh first.
Demonstrates: citation tracking, competitor gaps, prompt mapping, and AEO/GEO prioritization.
A reporting framework for connecting AI visibility, citation share, prompt coverage, competitor gaps, and organic performance to business impact.
Demonstrates: executive reporting, AI visibility measurement, and business-impact storytelling.
A 15-prompt benchmark showing which brands, domains, and content formats are cited for enterprise AI data security questions.
Demonstrates: prompt testing, citation analysis, and brand visibility benchmarking.
A brief framework for turning AI search prompts into structured, answer-first content designed for visibility and citations.
Demonstrates: prompt-to-page mapping, entity coverage, FAQ strategy, and schema planning.
What I Do
Results
About
My work sits at the intersection of search, AI, and buyer behavior.
As search shifts from ranking to retrieval, I help brands become easier for AI systems to interpret, trust, cite, and surface.
I build GEO, AEO, technical SEO, structured content, and agent-assisted visibility systems that move brands from being indexed to being understood, cited, and chosen.