This research paper explores the trade-offs between quality and serving cost when reusing a shared prefix key-value (KV) cache across LoRA adapters in a small-model deployment. The study finds that full-prefix reuse has a small quality difference and low prefill cost, while partial recomputation provides no demonstrated advantage.