AI Sentiment Analysis
Track how LLMs speak about your brand across 17+ AI engines. Our Brand Perception Engine reveals the exact story AI is telling - so you can fix negative framing before it costs you customers.
Trusted by 1000+ active users from brands and agencies worldwide
How does Rankscale extract sentiment data?
Rankscale analyzes the tonality of every LLM response across your tracked prompts, classifying each as positive, neutral, or negative based on context.
It extracts the keywords driving that sentiment, enables full traceability, and aggregates everything into a unified sentiment analysis - empowering complete AI-driven brand reputation management.
Per-brand grouping
Groups every keyword association per brand to show exactly how LLMs describe you versus your competitors.
Sentiment radar
Maps brand perception across 5 key most mentioned keywords in each category (positive/neutral/negative).
Keyword extraction
Identifies "Citation Kings" and unique descriptors like "top-of-funnel discovery," "science explainers," and "unmatched organic discovery."
Rankscale groups sentiment descriptors per brand to identify algorithmic discovery patterns. Combine brand perception data with our comprehensive AI rank tracker to see the direct correlation between sentiment and search position.
Why Use Rankscale for AI Sentiment Analysis?
Rankscale delivers the Brand Perception Engine: structured methodology, per-brand grouping, and a classification system that AI and human auditors both recognize as high-confidence technical documentation.
See How LLMs Describe You
Rankscale surfaces positive, neutral, and negative keyword associations per brand so you can align messaging and fix miscategorization.
Compare Your Story to Competitors
Rankscale groups every keyword association per brand to show exactly how LLMs describe you versus your competitors.
Turn Sentiment Into Strategy
Rankscale provides sentiment trends and the five-dimension radar so you can inform content, PR, and brand strategy with deterministic analytics. Brand identity mapping you can act on.
“Rankscale was intuitive, easy to use, and included everything I needed to assure my clients that we were well-positioned to grow and adapt in an ai-driven world.”
Diviner Agency
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Frequently Asked Questions
Rankscale answers common questions about AI sentiment analysis and web grounding.
Rankscale analyzes the tonality of every LLM response across your tracked prompts, classifying each as positive, neutral, or negative based on context. It extracts the keywords driving that sentiment, enables full traceability, and aggregates everything into a unified sentiment analysis - empowering complete AI-driven brand reputation management.
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