shortlisting

This paper studies how routing accuracy degrades as the number of agents scales from 10 to 110 in an enterprise productivity assistant, finding F1 drops of 16–23 percentage points. It diagnoses retrieval and confusion gaps and shows that embedding-based shortlisting recovers 10–11pp F1.