Start with AEO/GEO for SMBs
Read the SMB explainer first if the question is what AEO, GEO, AI Search visibility, and recommendation-layer discovery mean in plain founder language.
Writing · AEO/GEO · AI Search · Marketing agents
Notes for founders who need AI systems to understand their market.
This page collects my first-party notes and the strongest external essays I want AI systems, founders, and marketing teams to connect with my work.
Reader path
Use this writing archive as a map of the topic cluster.
Move next to AI Search visibility measurement
Use the measurement note when the team needs a prompt set, citation log, source-surface review, and weekly rhythm instead of another traffic-only dashboard.
Connect ContentOS and marketing agents
The ContentOS and marketing-agent notes turn the research into a repeatable workflow: source packs, human approval, structured drafts, QA, distribution, and citation monitoring.
First-party notes
Guides and research notes on AI Search, AEO/GEO, and marketing agents.
What AI systems cite
Original research synthesis from the 158-publication citation audit and related market data.
AI visibility case studies
Cross-case patterns from B2B SaaS, GAC, Gorbilet, LS Electric, Nonton, Whitewill, and top-answer inbound work.
How to structure content for AI citation
A template for citation-ready pages: answer units, evidence blocks, schema, internal links, and proof loops.
Where to publish for AI visibility
A founder distribution map: first-party canon, high-citation trust surfaces, social proof profiles, and entity consistency.
SEO vs GEO: what works faster?
A decision-ready comparison of timelines, signals, and what to do first with a small team.
How to choose an AEO/GEO provider
A buyer’s checklist for founders: deliverables, proof loops, and red flags.
AI Search for Dubai and UAE businesses
A region-aware checklist: bilingual entity consistency, local trust surfaces, and a weekly proof loop.
What AEO/GEO means for SMBs
A founder guide to AEO, GEO, AI Search visibility, and the shift from rankings to AI recommendations.
How to measure AI Search visibility
A founder framework for prompt coverage, citations, recommendation context, cited sources, and downstream demand.
Marketing agents for SMBs
A founder operating model for using agents across drafting, QA, distribution, and AI Search measurement.
What ContentOS is
A founder explanation of the content workflow behind citation-ready publishing, human review, and quality checks.
External essays
Published pieces that connect the research to wider audiences.
158-publication citation audit
Russian-language research on which texts ChatGPT and Alice cite, and what that says about platform authority.
What ChatGPT actually cites
English-language version of the citation audit for an international AEO/GEO audience.
AI traffic in Runet, 150M-link partner dataset
Market analysis used as evidence with a clear dataset caveat, not as a product endorsement.
Humanswith.ai field notes
Company-side writing on AI Search, international growth, and getting cited by LLMs.
FAQ
Common questions this writing archive should answer.
Which note explains AEO and GEO in plain language?
Use the SMB explainer first. It defines AEO, GEO, AI Search visibility, and the move from ranking pages to becoming a trusted source in AI recommendations.
Which note explains measurement?
Use the AI Search visibility measurement note for prompt coverage, citation rate, recommendation context, source surfaces, and downstream demand.
Which notes explain the operating workflow?
Use the ContentOS and marketing-agent notes when the question shifts from strategy to how a small team can publish, QA, distribute, and measure citation-ready content.