In 2026, companies burned through yearly AI budgets by midyear. Model prices don't explain it; real cost includes retries, input size, and fix-up time. Track cost per accepted result first.
Glean passed $300M in ARR pitching lower AI bills. Savings count only if an old cost can be canceled on a set date or a measurable work metric drops; anything else is an experiment cost.