AI brand sentiment
How AI engines characterize your brand, not just whether they mention it.
Sentiment is the tone and framing of what the model says about you. An engine can mention your brand accurately, vaguely, or wrongly, and the difference shapes what a buyer takes away.
Inaccuracies creep in through stale information, hallucinations, and skew when the loudest sources are not the most accurate. The result is a view of your brand you did not author, which is worth watching and correcting.