AI Preference + LLM Perception
See which brand AI prefers, how each provider describes the client, and why the answer changes by target market, language, persona, and competitor set.
- AI Preference wins and losses
- Ultra-targeted LLM Perception
- Recommendation and citation drivers
- Provider-level evidence trails