You're deployed at a customer whose nightly job enriches records by calling an LLM to classify and summarize each one. The bill climbs every month and the job barely finishes overnight. The pipeline is below. AI tools are allowed. Find the inefficiencies and fix them (stop redundant work, avoid repeated calls, don't reload static data) without changing the output. Then present a cost-reduction plan to the customer's finance director.