Method
How we measure AI visibility
LLM Ready tracks four KPIs that explain why AI answers mention your brand, competitors, or no one at all. These metrics guide our playbooks and prove impact over time.
Citations
How often AI answers cite your brand or assets as sources.
Retrievability
Whether AI systems can consistently find and summarize your content.
Entity Clarity
How clearly AI understands who you are, what you do, and where you operate.
Coverage
How many of your priority topics appear in AI answers.
Prompt universe mapping
We catalog the real prompts your buyers use and rank share-of-voice by category.
Signal diagnostics
We audit citations, entity clarity, and retrievability across AI systems and data sources.
Visibility tracking
We monitor weekly changes and tie improvements back to deployed assets.