Mentions
Brand visibility and co-occurrence patterns
Share of Voice
How often brands are mentioned when not explicitly asked about (in non-branded prompts)
Brand Mentions Matrix
Cross-brand mention patterns when asked about specific brands
Brand Co-occurrence Network
Brands frequently mentioned together in responses
Brand Ranking
Average ranking position when brands appear together in non-branded prompts (Rank 1 = mentioned first, lower rank number = better position)
Brand Frequency Bias
How often brands are mentioned in non-branded prompts as a bias per LLM