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Portrayly

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.

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