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AI visibility, with receipts.

Most writing about AI search is a sales pitch wearing a lab coat. These articles are the evidence we actually use with clients: the controlled studies, the platform statements, and our own measurement protocol, in plain language. Every statistic links to its source, and when studies disagree we show you the range.

01 / How the engines work

What AI engines actually do when someone asks about your business

Your customer asks one question. The engine runs several searches you have never seen. Query fan-out, explained for owners.

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02 / Diagnosis

Retrieved vs cited: the diagnosis nobody gives you

An assistant can read your page and still name someone else. Which of the two failures you have decides what the fix costs.

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03 / Method

Why we never ask just once

The same question gets different answers on different runs. One test tells you whatever you were hoping to hear.

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04 / The evidence

What actually moves AI visibility

Crawler access, rank, quotable copy, brand mentions, freshness. Each lever labeled with the tier of evidence behind it.

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05 / Structured data

Does schema markup get you cited by AI?

The one controlled test found pages that added schema lost 4.6 percent of their AI Overview citations. Where schema still pays.

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06 / Strategy

Normal SEO is still the best AI visibility investment

Google says no special optimization is required, and 37 to 54 percent of AI citations rank in the ordinary top 10.

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07 / Buying advice

Is SEO worth it for a small business?

Worth it when three conditions hold: the demand exists, the arithmetic clears, and you can wait. The math takes ten minutes.

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08 / Expectations

How long does GEO take to show results?

Four levers, four clocks: crawler access in days, quotable copy in weeks, rankings in four months to a year, mentions open-ended.

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09 / Vetting

Questions to ask an AI SEO agency before you sign

Six questions, the strong answers, and the red flags. We wrote the exam we would want to sit, and you can use it on us.

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10 / Hiring

SEO agency vs in-house: which should a small business choose?

In-house when search is your primary channel with a full week of real work. Agency below that line. The conflict of interest, disclosed.

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11 / Method

What AI says about your business when a lead checks you

Being named is not the same as being recommended. How we read every answer that names you, quote it verbatim, and turn the drawbacks into the first move on the plan.

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12 / Measurement

AI visibility audit vs SEO audit: what each finds and which you need

One checks whether Google can rank you. The other records whether the assistants name you. Where they overlap, and a plain rule for which to run first.

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13 / Evidence

Why one big publisher tops every ChatGPT answer in your category

Some citation share on ChatGPT and Copilot tracks signed licensing deals. What the study found, what our own count across 31 audits found, and how to check your category.

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14 / Evidence

Is your site blocking ChatGPT? How to check

A Cloudflare setting nobody on your team picked can be turning AI crawlers away, and the bot most people block is not the one that decides whether ChatGPT search can show you. A five-minute check.

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15 / Coming next These articles follow the same playbook we sell: stated answers, visible statistics, named sources. So we are pointing our own AI visibility audit at this hub, and we will publish exactly what the engines do with it, including the runs where we lose.

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