AI TONE & BRAND SENTIMENT REPORTS
sentiment and content analysis across llms
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.
GEO IS ABOUT
HOW WELL YOUR BRAND IS UNDERSTOOD IN LLMS
Sentiment trends, recognition rates, and keyword context.
Use this to spot shifts in tone or brand framing.
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 into your tone
Explore dashboards with:
- Sentiment Over Time
- Tag Clouds & Theme Maps
- LLM Bias Comparisons
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.