Three signals from one day. Google turned the Business Profile into a chat console (then a buggy one), Instagram handed users dials to tune their feeds, and new research showed AI recommends brands by association, not by how cleanly they are marked up.

The Local Console: Google Puts Your Profile in a Chat Box

Two moves on Google Business Profile, one deliberate and one a bug, and both deserve an audit this week.

New research separates being parsed by an AI model from being picked by it.

The Feed Becomes an Interest Graph

Instagram hands users the dials that used to be invisible, and topical clarity becomes a reach lever.