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Why Are My GPT-4 Costs So High? Model Choice and the Bill

If your most capable model is doing all your work, it is also driving most of your bill, and a

Bill shock is the moment the AI invoice arrives and the number is far outside what anyone planned for. The

Traditional software cost tracks users. Add users, cost rises; hold users flat, cost holds flat. AI breaks that intuition. An

When people think about what a model call costs, they picture the answer it produces. But you pay for what

The obvious cost on an AI bill is the model generating responses to your users. The costs that make the

Retry logic is good engineering. It makes systems resilient to the transient failures that are normal in any networked service.

One of the most disorienting things about an AI bill is that every individual call looks trivially cheap, fractions of

The bill itself, read carefully, will usually tell you why it is high. The problem is that most people glance

Predictability is often more valuable than a low number. A bill that is high but steady can be budgeted. A

A finance leader does not need to understand token sampling to get to the bottom of a high AI bill.

AI unit economics is the practice of measuring what a unit of business value costs to produce with AI, rather

AI chargeback and showback are the two governing models for pushing AI cost toward the teams that create it, and