Understand how AI talks about you, not just if
Every AI mention gets a 0-100 sentiment score. Track trends per model, per prompt, per competitor — and know when the narrative starts to shift.
A mention is not a win. If ChatGPT mentions you as 'the expensive option' in every answer, you're worse off than a competitor who isn't mentioned at all. Rankr scores every AI mention on a 0-100 sentiment scale so you can see how the models actually feel about you — and catch a narrative shift before it becomes the consensus.
Sentiment intelligence for every mention
Beyond visibility — the quality of how AI describes you.
0-100 scoring
A clear number per mention. Easy to filter, compare, and trend over time.
Trend over time
Spot improving or deteriorating sentiment per model and per prompt before it affects conversions.
Per-model breakdown
ChatGPT might love you while Perplexity doesn't. Know where you need to fight.
Filter the worst
Jump straight to the most negative mentions to understand why AI talks that way about you.
Every mention scored 0 to 100
Whenever an AI answer in our daily scrapes mentions your brand, Rankr scores the tone on a 0-100 scale. 50 is neutral, below is negative, above is positive. You can filter, sort, and trend by score to find the mentions that actually matter.
- Per-mention sentiment score
- Per-model sentiment average
- Filter to only see negative or positive mentions
Catch narrative shifts early
When sentiment starts trending down on a specific prompt or model, Rankr surfaces it in the dashboard. You'll see it before it becomes the consensus — when there's still time to adjust your positioning, content, or outreach.
- Trend line per model and per prompt
- Competitor sentiment for context
- Drill down from score to raw answer
How sentiment analysis works
Automatic scoring on every AI answer.
AI answer captured
Every daily scrape captures the full AI response mentioning your brand.
Sentiment scored
We analyze the context around each mention and produce a 0-100 score.
Trends surfaced
Scores roll up into per-model, per-prompt, and per-competitor trends on your dashboard.
Every AI model, one dashboard
Track how your brand appears across all major AI platforms. We monitor the models your customers actually use.
ChatGPT
Perplexity
Gemini
Claude
Grok
DeepSeek
AI Overview
Llama
Explore other features
Rankr works best when you use everything together.
AI Visibility Tracking
See how ChatGPT, Perplexity, Gemini, and Claude answer the questions in your category — every day.
Competitor Benchmarking
See who ranks where in every AI answer. Track share of voice and spot momentum shifts early.
AI-Generated Insights
Stop staring at dashboards. Get weekly AI-generated insights on what's changed and what to do about it.
Sentiment analysis FAQ
Know how AI really feels about your brand
Start scoring every AI mention today.