Brand sentiment in AI
Brand sentiment in AI refers to the tone — positive, neutral, or negative — an artificial intelligence uses when mentioning a brand, independent of the simple fact of being cited.
Being cited isn't enough: an AI can mention a brand while raising a caveat, comparing it unfavorably to a competitor, or echoing a negative customer review found online. Sentiment complements citation frequency to give a more accurate picture of actual perception.
This sentiment mostly reflects what AIs find published on the web about the brand — reviews, press, social media. Persistent negative sentiment is therefore rarely a problem specific to the AI itself: it's a sign that what's actually circulating about the company needs a closer look.