The product
The evidence, as the product shows it
Every reason a competitor gets picked first
AI Share of Voice
The slice of the conversation each brand owns, yours included.
Prompt-Level Comparison
Every tracked question, and the ones where you are missing.
Citation Gap Analysis
Sources that recommend competitors and never mention you.
Narrative Comparison
The strengths and knocks AI attaches to each brand, in its words.
Platform Differences
The engines where a rival does better than you.
Emerging Competitors
Brands that start appearing in answers before you would notice them in search or sales.