Sentiment & Context Analysis Dashboard
Go beyond simple brand visibility — discover how your brand is portrayed across GPT-4, Claude, Gemini, and more. Uncover tone, context, and AI-specific trends.


What You’ll See
- Sentiment Classification: Positive, Neutral, or Negative tone per LLM.
- Context Tags: See what concepts are associated with your brand.
- Model Comparison: Detect tone shifts across LLMs.


Visual Insights
Explore dashboards with:
- Sentiment Over Time
- Tag Clouds & Theme Maps
- LLM Bias Comparisons
Styled in our modern dark UI with real-time data.
Why It Matters
Shape brand reputation by understanding the narrative AI systems are spreading. Detect early PR signals, optimize copy, and benchmark sentiment shifts over time. It’s not just where you show up — it’s how you’re framed.
