The full picture of how AI sees your brand
Brand Sentiment Analysis turns raw AI answers into a metric you can act on.
Signal over time
Sample data from a real GEO project
Illustrative data
- ChatGPT
- Gemini
From raw answer to actionable metric
Capture
We ask the model your buying questions on a schedule.
Read
Two layers parse each answer: deterministic + LLM.
Act
Every metric drills down to the exact words behind it.
Every metric, with the exact line behind it
"Verbatim line from a model answer that powered the metric above."
"A second example, neutral in tone but rich in context."
Your day to day dashboard tells you the trend. Sometimes you need the deep audit, the kind you put in front of a board or a client. Brand Sentiment Analysis is that study, a thorough read on how the models describe you, with a plan attached.
What Brand Sentiment Analysis delivers
You get an overall sentiment score and a breakdown per model, so you can see if ChatGPT and Gemini disagree about you. You get the full polarity mix, the balance of positive, neutral and negative. You get authority signals, a read on how much weight the models give your brand. And for every negative topic the study surfaces, you get an action plan, not just a flag.
Run it on your own brand, or in market mode for a deep study of an entire sector.
Why it matters for GEO
This is the deliverable that turns measurement into a decision. The everyday Sentiment view answers "how am I doing". This answers "what is the whole story, and what do we do about each weak point". It is the report a client remembers, and the one that justifies the next quarter of work.
How it works
It is a premium study that costs 50 credits to run, because it goes deep rather than wide. You start it, it processes, and you get a complete, structured audit with topic level action plans ready to hand off.
The deep counterpart to the always on AI Sentiment Analysis view.
Built to move real numbers
Always evidence first
No metric is reported without the verbatim line behind it.
ChatGPT, Gemini, Google AI Mode and Perplexity
Side by side, in the country and language you care about.
Export-ready
Send results into a client report or a Slack alert.
Frequently asked
How often does it refresh?+
Daily by default; on-demand re-runs are one click.
Can I export this?+
Yes — CSV, PDF and a public link suitable for client reports.