AI models don't know your brand. They know a version of your brand reconstructed from whatever was publicly available when they were trained. Old blog posts. Outdated press coverage. Someone else's description of your product in a comparison article. A Reddit thread from 2021.
If that training data was inaccurate, incomplete, or outdated -- your AI representation is too.
We've seen this get ugly. A company that pivoted its business model still gets described by AI as doing the old thing. A brand that rebranded still gets the old name. A product that changed its pricing is still quoted at the old price. A founder who left the company is still listed as the CEO.
The customer asking ChatGPT about your brand gets that version. Not your current website. Not your latest messaging. The version the AI assembled from old data with no guarantee of accuracy.
You can't call ChatGPT and correct the record. But you can give AI models authoritative, machine-readable information about your brand that overwrites the guesswork.
That's what structured data, llms.txt, and entity signals do. They give AI crawlers a direct feed from you -- not secondhand sources. The AI learns your current name, your current product, your current positioning. From you.
Check what AI currently thinks about your brand. Run a free audit at engagemii.com/aeo -- you'll see your AI visibility score and exactly which signals are missing.
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