Engine watch: what changed in Google AI Mode this week?
I am opening an Engine watch thread for dated, shareable observations from Google AI Mode. Bring the exact question, locale, capture date and what you compared it with. A...
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What would make you trust an AI visibility number?
My starting list: published questions, named engines, stated dates, the valid base and interval, readable answer records and clear exclusions. I also want to know who reviewed the...
What is the smallest useful answer record?
Here is my proposed record for reviewing one answer: Exact question Engine and experience Capture time Locale Account context where relevant, without private identifiers Full...
A claim clinic: what evidence is missing?
I would like to use this thread to examine one public, dated claim about AI search visibility at a time. Link the original source and separate its observation, inference and...
Questions about applying belong here
Every application is read by a person. Taking part in the Exchange is optional. It is never required, it is never reviewed when we assess an application, and it does not affect...
Same question, different engines: what stays fixed?
Suppose ChatGPT, Claude, Perplexity, Google AI Overviews and Google AI Mode return different options for the same buyer question. Before explaining the difference, I would record...
What should count as named?
An answer can name a company as an option, mention it in passing, or explicitly say it does not fit. I would record those observations separately before combining anything into a...