AI sentiment (brand)

AI sentiment is how favourably engines frame you when they do mention you. An engine can be perfectly accurate and still damaging: leading with a pricing complaint, an old outage, or "users report mixed experiences" reshapes a buyer's first impression at scale.

Sentiment in AI answers is largely inherited from sources — review platforms, Reddit threads, comparison articles — so managing it is source work: win the reviews that engines read, respond publicly where models retrieve, and publish your own balanced comparison content so the framing engines find isn't only your critics'.