Free AI visibility check. One page, all four dimensions. No signup, nothing installed. Check a page →

Commentary

Notes on a category being built in public.

Writing about AI visibility, agents and the open web — including the parts that are overstated. Every claim links to a primary source, and every source opens in a new tab so you can check it without losing your place.

Updated 5 min read
who should I use for this? ANSWER Your business cited because it was readable