The Disambiguation Problem! How AI Tells Two Same-Named Brands Apart, and the Quiet Failure Mode When It Cannot

The worst kind of AI failure for a brand is not the one that produces a wrong answer about you. It is the one that produces a confident, fluent, well-cited answer about your competitor when the user a