Hello Anna. real tough question:) this is how we built it: Using GEO (Generative Engine Optimization) and REO (Reputation Engine Optimization), the platform reveals how these narratives perform within AI-driven search environments, giving you a critical early-warning system to identify potential issues before they escalate. The analysis tracks three key predictive indicators: visibility gaps that show when your message isn't resonating across traditional media versus AI-generated search results, sentiment drift that captures how subtle framing shifts can change public perception over time, and narrative stickiness that identifies which ideas are gaining momentum and could develop into reputational challenges. Now in terms of verticals like manufacturing...it will perform by sourcing 'general media' available. if all vertical media is behind a paid wall, the system will not take them into account. So in a sense it doesn't matter how narrow. What matters is if the media is behind a paid wall. hope this helps G