Case study
When AI confuses an AI-visibility product with presentation tools
An AI-visibility company asked major assistants what it was. Models described presentation / visual / slide software instead of a product that audits how AI portrays brands.
Portrayly’s free audit flagged the collision and the thin category footprint. Improve drafts targeted a clear About + disambiguation so models had a real entity to ground on. Monitor watched weekly for flips. Not a same-day ChatGPT promise.