The Query Relevance Score (QRS) represents the percentage of positive recommendation responses a brand receives across repeated binary testing probes, identifying relevance gaps and driving query-potential scoring.

flowchart LR
    Q[Target Query] --> P[Binary Probe Prompt]
    P --> LLM[AI Model N Samples]
    LLM --> Y[Yes Responses]
    LLM --> N[No Responses]
    Y --> S[Compute QRS Score]
    N --> S
    S --> QP[Query Potential Ranking]