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AI Visibility

Visibility posts from Will's Journal.

These are the Visibility posts from Will's Journal — writing from this practice, not the Visibility service page.

The Visibility practice: When they ask the machine, it should say your name. — page 4 of this archive.

Which Visibility posts are in this archive?

A brushed metal coupon. Thesis: THERE SPECIAL TECHNICAL REQUIREMENTS AI. AI Visibility

Are there special technical requirements for AI Overviews

No secret Google API exists for AI Overviews. You need crawlable HTML, extractable answers, valid structured data, indexable pages, and Googlebot access.

31 MIN
A lime beam hitting a small brass nameplate. Thesis: WHICH AI BOTS SHOULD ALLOW. AI Visibility

Which AI bots should I allow vs block

Allow citation crawlers if you want to be recommended; block Bytespider and CCBot if you do not need them. GPTBot trains. Googlebot is not Google-Extended.

28 MIN
A small text-file card with no glyphs. Thesis: LLMS TXT QUESTION NOBODY ANSWERS. AI Visibility

The llms.txt Question Nobody Answers Properly

Everyone is shipping llms.txt files. Almost nobody is shipping one that changes whether a model can actually answer a question about them.

12 MIN
A small text-file card with no glyphs. Thesis: AEO MYSELF NEED AGENCY. AI Visibility

Can I do AEO myself or do I need an agency

Yes — DIY week one: extractable answers, matching schema, and allow GPTBot. Hire for competitive categories, a measurement stack, or entity-cleanup work.

30 MIN
A lime beam hitting a small brass nameplate. Thesis: ORIGINAL RESEARCH HELP ME GET. AI Visibility

Does original research help me get cited by AI

Yes if the finding is unique, extractable, and method-labeled. Uncited blog opinions do not get reused as AI citations. Methods, sample, and date required.

31 MIN
A lime beam hitting a small brass nameplate. Thesis: APPEAR GOOGLE AI OVERVIEWS. AI Visibility

How do I appear in Google AI Overviews

Appear in Google AI Overviews by shipping extractable answers, consistent entity facts, and crawlable HTML, then measuring citations on a frozen query panel.

29 MIN
A lime beam. Thesis: SEO DEAD 2026 BECAUSE AI. AI Visibility

Is SEO dead in 2026 because of AI answers

No. SEO is not dead in 2026. AI answers changed clicks and the scoreboard; rankings still matter for crawl, snippet eligibility, and the candidate pool.

26 MIN
A path that dead-ends. Thesis: AI REFERRED LEADS CONVERT BETTER. AI Visibility

Do AI-referred leads convert better than organic search leads

You cannot know if AI-referred leads close better until you tag them apart from Google organic and compare close rate on the same opportunity — not a lift %.

32 MIN
Nested brass frames. Thesis: GOOGLE AI MODE HANDLE PRODUCT. AI Visibility

How does Google AI Mode handle product search queries

Google AI Mode handles product search by grounding shopping questions in Search plus Merchant Center data: matching price, stock, Product schema, and reviews.

32 MIN
A lime beam hitting a small brass nameplate. Thesis: PAGE ONE RANKINGS DON T. AI Visibility

Page-One Rankings Don’t Guarantee an AI Overview Citation

You can rank top 10 and still miss AI Overviews when the page fails snippet eligibility, extractability, or query fan-out — fix those before chasing links.

22 MIN
A brushed metal coupon. Thesis: LLMS TXT BRANDS PUBLISH SKIP. AI Visibility

llms.txt for Brands: What to Publish, What to Skip, and How Models Use It

llms.txt should brief models on who you are and which URLs settle which questions — not dump your sitemap. Here is what brands should publish and skip.

18 MIN
A glowing answer pane with no glyphs. Thesis: CHATGPT SKIPS T CORROBORATE. AI Visibility

ChatGPT Skips You When It Can’t Corroborate You

ChatGPT recommends competitors when it can corroborate them and cannot build the same evidence trail for you — fix corroboration before writing more blogs.

19 MIN
FAQ

What should I know about this Visibility archive?

What is this Visibility archive?
These are the Visibility posts from Will's Journal — writing from this practice, not the Visibility service page.
Is this the Visibility service page?
No. This is a journal lane archive. The Visibility practice is at /visibility. When they ask the machine, it should say your name..