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Field notes on how AI chooses.

We study how AI engines decide which businesses to recommend and which sources they trust, then publish what we find. 15 pieces and counting.

listingshow-to

How to fix wrong business information in ChatGPT, Perplexity, and other AI assistants

AI assistants repeat what the web says about your business, not what you know. How to correct the sources ChatGPT, Perplexity, Gemini, and Claude cite, and make the fix hold.

2026-08-04 8 min read
agency-vs-diybuyer-guide

GEO agency vs DIY: how to decide, vet, and set timelines

Hire an agency when you cannot measure your own AI citations; do it yourself when you can. Plus the nine questions to vet any GEO provider.

2026-08-04 8 min read
pricingsmall-business

What does GEO cost for a small business?

No published survey of GEO agency rates exists yet. What the market actually charges, and how audits, retainers, local SEO, and geofencing compare.

2026-07-21 7 min read
methodologyextraction

How website structure and formatting affect AI search citations

Retrieval systems chunk your page into 100–300 token fragments and evaluate each one independently. The formatting decisions that decide whether any of them get cited.

2026-07-02 9 min read
field-notessmall-business

SEO vs GEO for small businesses: which one to prioritize right now

The two disciplines share enough foundations that fixing your SEO also builds AI-citation eligibility. A decision gate for where the next content hour goes.

2026-06-24 8 min read
field-notessmall-business

What is Generative Engine Optimization, and does your small business actually need it?

Knowledge-driven businesses are feeling AI disruption now; local transactional ones have runway, but the winner-takes-more dynamic is closing it. How to tell which you are.

2026-06-17 10 min read
field-notesmarket-shift

900 million weekly users: the demand already moved

ChatGPT alone reports 900M weekly active users, before counting every other assistant. The question isn't whether buyers ask AI about your category. It's whether you're in the answer.

2026-06-09 5 min read
field-notesconversion

AI traffic converts 4.4×, and the visitor is different

Visitors arriving from AI assistants convert several times better than classic organic search. The reason is the visitor, not the volume.

2026-06-03 5 min read
citation-researchseo-vs-geo

Why 28% of AI-cited pages have zero Google visibility

The pool of sources generative engines pull from overlaps surprisingly little with the top of Google. Here's what that means for where you invest.

2026-05-27 6 min read
methodologyrecency

Recency is a ranking signal: the 10-month rule

95% of pages cited in AI answers are under ten months old. Freshness isn't hygiene. It's a primary selection factor.

2026-05-18 5 min read
citation-researchextraction

How generative engines actually choose what to cite

Extraction, trust, and recency: the three signals that decide whether a model reaches for your page, or someone else's.

2026-05-12 8 min read
field-notesseo-vs-geo

GEO vs SEO: what transfers, and what doesn't

Your SEO investment isn't wasted, but it doesn't automatically carry into the answer. A field guide to the overlap.

2026-05-05 6 min read
primergeo

Generative Engine Optimization (GEO): getting cited in AI answers

What GEO is, how it differs from SEO, and what actually moves whether a generative engine quotes your brand, instead of someone else's.

2026-04-27 7 min read
primeroptimization

AI search optimization: how to get featured in AI answers

You can't make a model cite you, but you can make your page the easiest, safest, most complete thing for it to reach for. The practical work.

2026-04-21 7 min read
primermarket-shift

The future of search is the answer, not the link

Discovery is moving from a list of links to a single synthesized answer. Adapt now and own the recommendation, or quietly fall out of view.

2026-04-14 6 min read

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