A mention isn't a win if the model is hedging.
Locuvox classifies every mention by stance and sentiment, then maps it across five dashboards — so you can see not just whether AI talks about you, but whether it's recommending you, comparing you, or quietly steering buyers elsewhere.
The Brand Perception map — every brand placed by visibility against sentiment.
Five dashboards, one question: how does AI talk about you?
Brand Perception
A quadrant map placing your brand and competitors by AI visibility against sentiment — Leaders, Niche Players, Laggers and Controversial.
Consensus
Per prompt, see whether the models agree on your brand or split — flagged as Consensus, Mixed or Divergent.
Sentiment Drift
The positive-sentiment rate for your brand, charted week over week, per model — catch a slide before it costs you.
Model Comparison
Each engine's "persona" — its stance distribution, sentiment breakdown and the topics it ties to your brand.
Topic Landscape
The subjects each model gravitates toward when it discusses you — and where your competitors own the conversation.
Five sentiment grades
Every mention scored: Advocating, Positive, Neutral, Cautious or Negative — plus the stance the answer takes.
Each AI engine has its own opinion
ChatGPT might advocate for you while Gemini stays cautious. Model Comparison lays every engine side by side — stance, sentiment and topics — so you know exactly which model needs work.
- Stance: authoritative, comparative, hedged, informational, cautionary.
- Sentiment split and recency-signal rate per model.
- The top topics each model associates with your brand.
See how AI really frames your brand
Five sentiment dashboards, included on every plan. Free for 7 days.