
LLM Citation Audits: What We Found Across 100 Consumer Brands — The 32% Challenger-vs-Legacy Gap Decomposed
A study of 100 consumer brands and four answer engines reveals how brand power is changing in the AI era. Legacy brands underperform digital challengers by 32% on Citation Share, highlighting the importance of structured presence across platforms like Wikipedia and Reddit.









