System Attribution in LLM Brand Recommendations: Single Responses Identify the System, Aggregated Brand Profiles Do Not Transfer
The study tested whether identifying an AI system from a single response is reliable, and whether aggregated brand profiles derived from many responses are transferable between different query types. Findings show that surface answer features, like text layout, identify the system well at the response level. However, aggregated behavioral profiles fail to transfer across different query domains.