How should competitive mention context analysis categorize positive versus negative citations across different AI platform responses?
Competitive citation analysis should use a 5-point sentiment scale (Highly Positive, Positive, Neutral, Negative, Highly Negative) combined with context categorization (Direct Comparison, Problem-Solution, Authority Reference, Cautionary Example, Feature Mention). Research shows that AI platforms cite competitors in 34% of brand-related queries, with 67% of these mentions carrying either positive or neutral sentiment, making accurate categorization essential for competitive intelligence and content strategy decisions.