Map your brand in vector space
Track real-time citation rates and discover how generative models retrieve, rank, and recommend your brand across major LLM search engines.
Engineered for generative search
Traditional crawlers are obsolete. Our platform reverse-engineers retrieval-augmented generation to expose your brand's true share of voice.
RAG Visibility Tracking
Monitor which unstructured data sources, documentation nodes, and PR outlets models trust when synthesizing answers about your industry.
Competitor Share of Voice
Map the exact coordinate distance between your brand and competitors inside specific category vector spaces to identify citation gaps.
The mechanics of measurement
A high-density look at the protocols, API endpoints, and data pipelines powering our real-time LLM tracking and vector mapping engine.
Real-time citation rates
Source attribution mapping
Structured data injection
We query major models millions of times daily, calculating exact citation frequency and recommendation probability for your brand.
Expose the exact training nodes and real-time web search results that models pull from when generating category recommendations.
Get automated recommendations for schema adjustments, unstructured content formatting, and trusted source seeding to trigger model citations.