Platform
Brand Perception
See how top LLMs describe your brand, products, and competitors. Measure sentiment, attributes, and associations to refine your positioning and win in an AI-first world.
Platform
Brand Perception
See how top LLMs describe your brand, products, and competitors. Measure sentiment, attributes, and associations to refine your positioning and win in an AI-first world.
Platform
Brand Perception
See how top LLMs describe your brand, products, and competitors. Measure sentiment, attributes, and associations to refine your positioning and win in an AI-first world.
How It Works
How Brand Perception Works
Brand Perception reveals what powerful LLMs like ChatGPT, Gemini, and Claude are actually saying about your brand - so you can close the gap between perception and strategy.
How It Works
How Brand Perception Works
Brand Perception reveals what powerful LLMs like ChatGPT, Gemini, and Claude are actually saying about your brand - so you can close the gap between perception and strategy.
STEP 1
STEP 2
STEP 3
01. Capture
Capture How AI Talks About You
We collect and analyze real responses from top LLMs like ChatGPT, Gemini, Claude, and more. Understand exactly what these models say when users ask about your brand, products, or competitors — with visibility across multiple markets and languages.
STEP 1
STEP 2
STEP 3
01. Capture
Capture How AI Talks About You
We collect and analyze real responses from top LLMs like ChatGPT, Gemini, Claude, and more. Understand exactly what these models say when users ask about your brand, products, or competitors — with visibility across multiple markets and languages.
Top Features
Features to Master AI Perception
Everything you need to analyze, benchmark, and improve how AI models describe your brand.
Top Features
Features to Master AI Perception
Everything you need to analyze, benchmark, and improve how AI models describe your brand.
Cross-LLM Sentiment Analysis
See exactly how top AI models describe your brand across markets and languages.
Cross-LLM Sentiment Analysis
See exactly how top AI models describe your brand across markets and languages.
Cross-LLM Sentiment Analysis
See exactly how top AI models describe your brand across markets and languages.
Competitor Benchmarking
Compare perception, attributes, and positioning against direct and aspirational rivals.
Competitor Benchmarking
Compare perception, attributes, and positioning against direct and aspirational rivals.
Competitor Benchmarking
Compare perception, attributes, and positioning against direct and aspirational rivals.
Attribute & Association Mapping
Understand key themes and values linked to your brand in generative AI responses.
Attribute & Association Mapping
Understand key themes and values linked to your brand in generative AI responses.
Attribute & Association Mapping
Understand key themes and values linked to your brand in generative AI responses.
Persona-Based Clustering
Reveal how consumers, professionals, and media see your brand in AI contexts.
Persona-Based Clustering
Reveal how consumers, professionals, and media see your brand in AI contexts.
Persona-Based Clustering
Reveal how consumers, professionals, and media see your brand in AI contexts.
Trend Tracking Over Time
Monitor perception shifts and brand health evolution across all tracked models.
Trend Tracking Over Time
Monitor perception shifts and brand health evolution across all tracked models.
Trend Tracking Over Time
Monitor perception shifts and brand health evolution across all tracked models.
Customer Stories
Real Results from Leading Brands
See how organizations use Brand Perception to close the gap between intended positioning and AI-delivered narratives.
Customer Stories
Real Results from Leading Brands
See how organizations use Brand Perception to close the gap between intended positioning and AI-delivered narratives.
Customer Stories
Real Results from Leading Brands
See how organizations use Brand Perception to close the gap between intended positioning and AI-delivered narratives.
Frequently Asked Questions
Need a Bit More Info?
We’ve got friendly, straightforward answers to help you get the most out of Brand Perception.
Frequently Asked Questions
Need a Bit More Info?
We’ve got friendly, straightforward answers to help you get the most out of Brand Perception.
Frequently Asked Questions
Need a Bit More Info?
We’ve got friendly, straightforward answers to help you get the most out of Brand Perception.
What is Shopping Visibility in Share of Model?
It measures how AI shopping engines recommend products, brands, and sellers, revealing ranking logic, citations, and competitive gaps inside conversational shopping experiences.
How is this different from classic ecommerce analytics?
Classic analytics measure traffic and conversion after a click. Shopping Visibility measures what happens before the click, inside AI recommendations where choices are made.
Can I track competitors and marketplaces?
Yes. You can compare brands, products, and sellers across categories, markets, and AI shopping prompts.
How do teams activate these insights?
Insights can be used to: - Adjust product positioning - Optimize retail and marketplace presence - Inform content, SEO, and retail media strategies - Align AI perception with brand and commercial priorities
What is Shopping Visibility in Share of Model?
It measures how AI shopping engines recommend products, brands, and sellers, revealing ranking logic, citations, and competitive gaps inside conversational shopping experiences.
How is this different from classic ecommerce analytics?
Classic analytics measure traffic and conversion after a click. Shopping Visibility measures what happens before the click, inside AI recommendations where choices are made.
Can I track competitors and marketplaces?
Yes. You can compare brands, products, and sellers across categories, markets, and AI shopping prompts.
How do teams activate these insights?
Insights can be used to: - Adjust product positioning - Optimize retail and marketplace presence - Inform content, SEO, and retail media strategies - Align AI perception with brand and commercial priorities
What is Shopping Visibility in Share of Model?
It measures how AI shopping engines recommend products, brands, and sellers, revealing ranking logic, citations, and competitive gaps inside conversational shopping experiences.
How is this different from classic ecommerce analytics?
Classic analytics measure traffic and conversion after a click. Shopping Visibility measures what happens before the click, inside AI recommendations where choices are made.
Can I track competitors and marketplaces?
Yes. You can compare brands, products, and sellers across categories, markets, and AI shopping prompts.
How do teams activate these insights?
Insights can be used to: - Adjust product positioning - Optimize retail and marketplace presence - Inform content, SEO, and retail media strategies - Align AI perception with brand and commercial priorities