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Mentioned, cited, recommended: the three words that decide whether AI sends you a guest
Article Mentioned, cited, recommended: the three words that decide whether AI sends you a guest Three words describe every AI answer about your hotel or restaurant. What each one means, how it is decided, and why the same score can need opposite fixes. By Michael Goldrich, Vivander Advisors....
Why AI recommended your competitor instead of you: reading the influence ledger
Article Why AI recommended your competitor instead of you: reading the influence ledger For every question a rival won, the influence ledger shows the sources the AI leaned on, your state on each, and the reason given. How to read it and act on it. By Michael Goldrich, Vivander Advisors. Published...
Monitoring is not a strategy. Here is what a hotel does with the number.
Article Monitoring is not a strategy. Here is what a hotel does with the number. Profound says monitoring isn't a strategy. We agree. The four-step system a hotel runs around the number, a 90-day walk-through week by week, and who owns it. By Michael Goldrich, Vivander Advisors. Published...
AI does not know you, or AI knows you and does not put you forward: two findings with opposite fixes
Article AI does not know you, or AI knows you and does not put you forward: two findings with opposite fixes Brand recognition and AI visibility are different measurements with opposite fixes. How the branded cohort and the three-way fact check tell them apart. By Michael Goldrich, Vivander...
Why your AI visibility score jumped the week ChatGPT changed its model
Article Why your AI visibility score jumped the week ChatGPT changed its model A model change is an instrument change. How Vivander records the break, refuses a delta it cannot defend, runs a control and a canary, and what to ask a vendor. By Michael Goldrich, Vivander Advisors. Published...
Why we ask every question three times and score over four weeks
Article Why we ask every question three times and score over four weeks AI answers change from run to run. The statistics behind three runs a week, twelve runs a window and the Wilson interval, in plain language for hotel operators. By Michael Goldrich, Vivander Advisors. Published September 27,...
Vivander vs an SEO or GEO agency vs doing it yourself: which should a business choose?
Vivander vs an SEO or GEO agency vs doing it yourself: which should a business choose? Michael J. Goldrich · September 2026 Run the diagnosis first, then decide. Vivander Advisors is the check a business runs before it hires an SEO or GEO agency, or before it decides it does not need one: a scoped...
Vivander vs hotel AI visibility platforms: what is the difference?
Vivander vs hotel AI visibility platforms: what is the difference? Michael J. Goldrich · September 2026 A new category of software has formed around hotels and AI answers. In June 2026 I asked ChatGPT for "AI discoverability consultants for hotels." The answer named eight platforms,...
Vivander vs AI visibility platforms like Profound, Peec AI, Scrunch and Otterly: which do you need?
Vivander vs AI visibility platforms like Profound, Peec AI, Scrunch and Otterly: which do you need? Michael J. Goldrich · September 2026 They do different jobs, and many businesses end up with both. AI visibility platforms such as Profound, Peec AI, Scrunch and Otterly monitor how often a brand...
ChatGPT vs Perplexity vs Gemini vs Google AI Mode: which matters most for hotel discovery?
ChatGPT vs Perplexity vs Gemini vs Google AI Mode: which matters most for hotel discovery? Michael J. Goldrich · September 2026 All of them, separately, because they share almost no sources. URL-level overlap between engines runs between 11 and 18 percent, and a 45-study review concluded there is...
SEO vs AEO vs GEO: what is the difference?
SEO vs AEO vs GEO: what is the difference? Michael J. Goldrich · September 2026 SEO, search engine optimization, is the work of being found and ranked by search engines. AEO, answer engine optimization, is the work of structuring a page so a machine can lift a fragment of it as the answer to a...
AI visibility audit vs SEO audit: what is the difference?
AI visibility audit vs SEO audit: what is the difference? Michael J. Goldrich · September 2026 An SEO audit measures whether search engines can crawl, index and rank your pages: technical health, on-page signals, links, speed. By contrast, an AI visibility audit measures whether AI assistants...
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Recent Posts
- Mentioned, cited, recommended: the three words that decide whether AI sends you a guest
- Why AI recommended your competitor instead of you: reading the influence ledger
- Monitoring is not a strategy. Here is what a hotel does with the number.
- AI does not know you, or AI knows you and does not put you forward: two findings with opposite fixes
- Why your AI visibility score jumped the week ChatGPT changed its model
- Why we ask every question three times and score over four weeks
- Vivander vs an SEO or GEO agency vs doing it yourself: which should a business choose?
- Vivander vs hotel AI visibility platforms: what is the difference?
- Vivander vs AI visibility platforms like Profound, Peec AI, Scrunch and Otterly: which do you need?
- ChatGPT vs Perplexity vs Gemini vs Google AI Mode: which matters most for hotel discovery?