In an AI-first search landscape, your brand visibility is no longer static. AI Share of Voice (SOV)—your percentage of mentions across engines like ChatGPT and Gemini—can shift rapidly due to algorithm updates, competitor actions, or emerging narratives. Traditional weekly reports are too slow; you need a system that alerts you the moment a significant change occurs. This guide provides the technical blueprint for building that system, focusing on confidence thresholds, alert channels, and automated runbooks for immediate response.




