LLM Features Need Budgets: How to Control Cost Without Killing Product Quality

Every request has a visible marginal cost. A feature can be “working” and still be failing in production because it is quietly burning budget, retried into a spend spike, or expanding prompts until latency and cost both drift upward. The goal is to preserve trust while keeping spend predictable.