PriceCheck is a new method for controlling the risk of serving answers from a large language model by selecting which checks to run and when to stop. It uses a compact family of decision rules built from label-free checks and prices them to guide the selection process. Experiments show that PriceCheck outperforms other methods in terms of serving answers and keeping selective risk low.