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 6 of this archive.
Which Visibility posts are in this archive?
AI Visibility Original Numbers Get Cited Because Models Hate Sharing Ambiguous Credit
Original research helps AI citations when numbers are dated, attributed, and extractable — GEO showed statistics and quotes lift answer visibility up to ~40%.
AI Visibility Digital PR That Earns AI Citations, Not Just Backlinks
Digital PR for AI citations is earned media on domains answer engines already quote, with locked brand facts — not vanity backlinks that nobody retrieves.
AI Visibility Reddit Moves AI Answers — If You Show Up as a Human, Not a Press Release
Reddit feeds AI citations when real human threads corroborate your category. Spam and vote farms fail; measure cited Reddit URLs, not raw karma scores.
AI Visibility When AI Gets Your Brand Wrong: Fixing Hallucinated Facts at the Source
AI keeps a stale address or wrong founding year because leftover sources still teach it. Fix owned NAP, schema, and residue pages, then re-test ChatGPT.
AI Visibility The AEO Audit Checklist I Run Before Touching a Client Domain
An AEO audit is a 10-step checklist you run before changing a domain: freeze prompts, baseline answers, score entities and schema, then rank a 30-day plan.
AI Visibility Write the Answer in the First Breath — Then Earn the Depth
Put the answer in the first 40–80 words as a standalone lift, then earn depth with tables and receipts. That is how inverted-pyramid pages get quoted.
AI Visibility Get Cited in AI Overviews: Indexed, Snippet-Eligible, Quotable
Google AI Overviews cite pages that are indexed, snippet-eligible, and quotable — not pages with special AEO markup. Full operator checklist is inside.
AI Visibility AI Citations Have Three Clocks — Hours, Weeks, and Quarters
AI citations run three clocks: retrieval in hours to days, crawl and index lag in weeks, and model-memory residue in quarters. Plan ranges, not one date.
AI Visibility When AEO Is Worth the Budget — and When to Wait
AEO is worth it when buyers ask AI before they click — and you can staff a prompt panel. Skip fake conversion multipliers; judge ROI on citations and pipeline.
AI Visibility Mentions Get You Named. Citations Get You Credited.
An AI mention names your brand; an AI citation credits your URL or source. Track both — mentions alone inflate visibility and starve pipeline decisions.
AI Visibility AI Visibility Is Inclusion in the Answer — Not a Ranking
AI visibility is whether answer engines name or cite you on buyer prompts — not your Google rank. Track mention rate, citation rate, and share of voice.
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..