Measuring LLM visibility requires a methodical approach:
Measurement methods:
1. Test queries on different LLMs
2. Citation and mention analysis
3. Appearance frequency tracking
4. Comparison with competition
Emerging tools:
- LLM monitoring platforms
- Automated test scripts
- AI sentiment analysis
KPIs to track:
- Citation rate per query
- Position in responses
- Attribution quality


