You’re calling the same AI API thousands of times: Why redundant requests are driving hidden AI costs

During a recent advisory engagement, I watched 50 different customers ask the same return-policy question on a Tuesday. The AI support system answered all 50 correctly. It also executed fifty independent calls to a frontier model, ingested the same internal policy document 50 times, and generated essentially the same response 50 times.