Companies are losing visibility as search shifts to AI interfaces that don't follow traditional ranking patterns. A monitoring tool would track how often and in what context brands appear in AI search results across different platforms.
The service would simulate searches and use NLP to analyze brand mentions, sentiment, and positioning relative to competitors. It would provide alerts when rankings change significantly.
Marketing teams at mid-size to large companies would pay for this to protect their brand equity in AI search. The MVP could focus on a single AI search platform before expanding.
The biggest risk is API instability as AI search platforms frequently change their interfaces and policies.