Framework
The framework is free to read. Running it on a live site is the AI Visibility Check, or a paid programme if you already know you want the work.
First, name the buyers and the questions they already ask an assistant. Second, record what those assistants say today, including who they cite. Third, list the pages and profiles that would have to change for a fair description to exist. Fourth, sequence the work: fixes, new answers, and mentions, with a human approving each publish.
The framework does not include a forecast of citations. If you want a labelled estimate, use the forecasting model and read the assumptions before you repeat the number.
Start with a complimentary AI Visibility Check, or commission a $997 audit if you already know this is a priority.