Re-ranking is instant (pure math on stored scores). Full scoring of 1,000 candidates across 8 categories takes ~7 min (8,000 parallel GPT-4o calls via Azure OpenAI, $0 cost). Incremental scoring (50 new candidates) takes ~20 sec. All vector operations run in memory: search and filtering are sub-millisecond.