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This paper proposes SalesLoop, a reinforcement learning framework that closes the feedback loop between model predictions and real-world business outcomes for sales lead ranking, using a performance-aware reward and Discriminative GRPO objective. It achieves significant offline improvements and a 160-day production A/B test validates cumulative lift of +4.7% to +8.7%.