A mention isn't a win if the model is hedging.
Locuvox classifies every mention by stance and sentiment, then maps it across seven 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.
Seven 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.
Memory vs Retrieval
Per engine, the share of answers pulled from live sources versus the model’s own memory — so you know whether to win on fresh, citable content or on brand authority.
Ad Share of Voice New
Who’s buying sponsored placement on ChatGPT and Google AI Mode for the questions you track — your paid share of voice, and which competitors are bidding against you.
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 who’s paying to outrank you in AI
ChatGPT and Google AI Mode now carry sponsored ads — and Locuvox tracks both. We capture which brands buy placement on the exact questions you monitor, so a competitor can’t quietly advertise against you without you seeing it.
- Ad presence rate — how monetised each of your questions is.
- Per-advertiser share of voice, with you-vs-competitor flags.
- Captured automatically on your existing scrapes — nothing extra to set up.
See how AI really frames your brand
Seven sentiment dashboards, included on every plan. Free for 14 days.