• Detect narrative shifts early for proactive response
• Rank brands, topics, or outlets driving the most change
• Spot reputation risks as they emerge in AI narratives
• Benchmark brand share of voice vs. competitors
• Track which outlets or links are influencing LLM responses
• Identify growing themes, people, and phrases shaping perception