Does every business qualify for a Knowledge Panel?

What to Do When AI Gets Your Business Wrong: Correcting AI Misinformation

AI engines sometimes get businesses wrong — wrong founding date, wrong services, wrong location, wrong price point. When they do, they state the errors with the same confidence they state facts. Here is how to respond.

Voice Search and AI Assistants: How Siri, Alexa, and AI Assistants Choose Businesses

A voice assistant names one business, maybe two. There is no scrolling through alternatives. For the categories where voice recommendations happen most, earning that mention is a high-stakes visibility challenge.

Topical Authority in the AI Era: How to Own a Category in AI Recommendations

Keyword rankings were the metric of the old search era. In the AI era, the goal is category ownership — becoming the business that AI engines default to when someone asks about your domain. Here is how that works.