Skip to main content
FinOps for AI gives you a way to connect model spending to the value your app delivers. Use this series when an invoice grows unexpectedly, a feature’s margins become unclear, or you need to decide which optimization deserves engineering time. The outcome is a repeatable decision process with an owner, a baseline, and evidence for each change. A lower token rate does not necessarily reduce the cost of serving a customer. A workflow can call a model several times, generate longer answers, or require human correction. Measure the complete outcome you care about, and keep quality and latency visible beside cost.

​
Start with the foundation

Begin with Step 1: know your objective and who’s in charge. Define the business outcome, the acceptable quality and latency limits, and the person who can approve tradeoffs. For a support workflow, you might optimize cost per correctly routed email while requiring that sensitive billing messages reach a human reviewer. Continue with Step 2: know what you’re spending on. Connect request usage to a feature, customer, and owner, then reconcile it with provider totals. That tells you whether the opportunity lies in the selected model, repeated calls, unusually long context, or a change in traffic volume. Use Step 3: evaluate and roll out optimizations once you can measure the baseline. Test a bounded change against representative tasks, examine failures as well as averages, and release it gradually with a rollback condition. A candidate that fails your quality threshold is useful evidence even when you decide to keep the current configuration.

​
Choose the right starting point

If you already have reliable measurements, review the objectives and ownership in step 1 before starting experiments. If your team only has an aggregate invoice, complete step 2 before making savings claims. You can use the Pricing API guides for estimates while instrumentation is still underway, but label those estimates separately from measured costs. Narev Cloud supplies catalog pricing, the Narev SDK can capture usage in app calls, and Narev Self-Hosted helps bring infrastructure COGS into the wider cost picture. Choose the pieces that cover your spending boundary. None of them replaces the product decision about what a successful outcome means.