Case study
When AI confuses a B2B energy company with a drink brand
A B2B energy company asked AI what they were. ChatGPT described a consumer energy-drink brand instead.
Portrayly’s free audit flagged the collision and the thin category footprint. Improve drafts pushed a clear About + profile hygiene so models had a real entity to ground on. Monitor watched weekly for flips. Not a same-day ChatGPT promise.