Monitoring
Track AI Visibility Instead of Guessing
AI answers change. Models change, source sets change, competitors publish new information and the same question may generate different responses over time.
Monitoring creates a consistent baseline. We only claim tracking where measurement is technically available for the selected platforms and prompt set.
What We Track Where Available
- Brand mention rate
- Competitor mentions
- Citation URLs and citation domains
- Linked sources
- Category inclusion
- Answer context, without treating sentiment as perfectly objective
- Factual errors
- Prompt-level changes
- Visibility trends over time
Platforms
Depending on available measurement capabilities, monitoring can include ChatGPT, Google AI-driven search experiences, Gemini, Perplexity and other relevant answer engines.
We do not claim comprehensive tracking of a platform if the interface, citation behavior or access model makes that measurement unreliable. See platforms we monitor.
Set up monitoring
Monitoring is most useful after a prompt universe exists. If you do not have one yet, start with an audit.