AEO/GEO Tool Landscape
AI Search Monitoring Tools for Brand Sentiment Shifts
Brands need to track how AI models describe them, not just what people say.
Dmitri Voloshyn
· 12 min read
Brands need to track how AI models describe them, not just what people say.
Different AI engines reward different visibility signals, changing your score.
Different LLMs teach different stories about your brand's actual visibility.
AI visibility scores mask fundamental instability in how these systems work.