What AI visibility tools do
- 1.Run target queries. A set of category-relevant prompts against each major engine on a schedule.
- 2.Parse answers. Identify brand mentions, citations, sources, and sentiment.
- 3.Compare against competitors. Share of voice in the same answers.
- 4.Report trends. Citation volume and accuracy over time, with engine-by-engine breakdowns.
- 5.Flag regressions. Alert when previously cited content drops out of answers.
Tools vs. consulting
A tool gives you a dashboard. Consulting gives you the next move. Most established brands use both: tooling for the longitudinal numbers, a specialist for the entity, content, and reference work that actually moves them.
If you have to choose one to start with, start with the work, not the dashboard. A clean entity layer and three authority pages will move your citations more in 90 days than any reporting tool.
