Your LLM Bill Isn't One Big Leak. It's Twelve Small Ones.

A team shipped a great AI feature in their product. The cost had quietly tripled in six weeks — same model, same product, no obvious explanation.

That is not a model problem. That is a habits problem.

Token prices are falling. Enterprise AI bills are climbing. That apparent contradiction resolves instantly when you look at the real culprit: volume grows faster than price drops. Google now processes over a quadrillion tokens a month. Deloitte's 2026 CFO guidance names AI the fastest-growing line item in tech budgets. You can have cheaper tokens and a higher bill simultaneously — and most teams do.

The teams that survive this are not the ones with the cheapest model or the best negotiated rate. They are the ones who have engineered clean habits into how they build. Every call. Every feature. Every deploy.