AI assistants sometimes describe a business wrongly: old pricing, a discontinued feature, a competitor's positioning, a market it does not serve. Maggie sets up a fixed panel of brand questions, keeps it watched, compares each run with the last against a fact sheet, and turns every wrong or damaging claim into a traced source and a correction plan.
When to use
- Ongoing, after a first AI visibility audit.
- Right after pricing, packaging, feature or name changes.
- During a rebrand, a merger or after negative press.
- A prospect or customer repeats something wrong that came from an AI answer.
Not for: discovering which questions to target (cmo-ai-prompt-research), a one-off diagnosis (cmo-ai-visibility-audit) or reading the daily visibility score (cmo-ai-visibility).

