When the Models Forget You: The Hidden Brand Failure No One Is Monitoring Yet

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Generative models shape first impressions. Audit what they recall about you—it's the easiest way to catch brand drift before your metrics do.
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Generative models shape first impressions before users ever show up, and their memory drifts long before your metrics do. Most teams monitor the market but never audit the engines that introduce them. Checking what the models recall about you is now one of the simplest ways to catch brand drift early.