01 / Model DriftReporting angle
Each model creates a different competitor map.
ChatGPT, Gemini, Perplexity, and AI Overviews can surface different brands for the same market. Operators need to see that inconsistency before they can act on it.
01 / Articles
Field notes for fragmented search.
Practical essays on how businesses show up across AI answers, search results, maps, reviews, paid media, and competitor comparisons.
The goal is a useful library, not a high-volume blog. Each note explains a real visibility problem, the proof behind it, and the operating work it creates.
Published field notes
Start with the working thesis.
01 / AI Search5 min read
May 15, 2026Core thesis
AI visibility is a consideration-set problem.
The work is not only ranking. It is whether a brand is cited, recommended, and included when AI systems answer the category questions customers actually ask.
Read field note02 / Answer Engines5 min read
May 15, 2026Content strategy
AEO is evidence design, not answer-style content.
Short answers are not enough. The useful work is building public proof, category clarity, and source material that gives AI systems something trustworthy to use.
Read field note03 / Local Proof5 min read
May 15, 2026Local visibility
Local SEO is becoming local proof management.
Reviews, profiles, citations, location pages, and third-party mentions now shape more than map rankings. They also shape what AI can safely say.
Read field noteWorking queue
What is coming next.
These are the next directions for the article library: model drift, weekly reporting, and how paid search fits when the answer page keeps changing.
02 / Operator ReportingOperating cadence
The weekly report should force the next move.
A useful visibility brief does not drown the team in charts. It shows what changed, why it matters, and what should happen next.
03 / Paid SearchChannel mix
SEM still matters when the answer page fragments.
Paid search, landing pages, and local intent still carry demand. The difference is that they now sit beside AI answers, maps, organic proof, and competitor comparisons.