> ## Documentation Index
> Fetch the complete documentation index at: https://narev.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# FinOps for AI Framework

> A practical three-step FinOps framework to measure, track, and optimize LLM spending in production without compromising quality or user experience.

<Info>
  **LLM optimization isn't about spending less—it's about spending smarter**. While some teams burn through their AI
  budget delivering basic features, others build sophisticated experiences for a fraction of the cost. That efficiency
  gap compounds fast. Don't be on the wrong side of it.
</Info>

You landed here because someone raised concerns about the cost of your chatbot, agent, or workflow, and now you need a plan.

Common reasons teams start exploring FinOps for AI:

* **Unit economics don't work** - you're paying more to serve customers than they're paying you
* **Unexpected cost spikes** - everything was fine until your provider's invoices started flooding your inbox
* **Proactive optimization** - you want to build efficiently from day one (kudos for that!)

No matter what brought you here, there's good news. LLMs can deliver exceptional results **and** cost less than the current spend.

## Start with the foundation

You might want to jump straight to optimization, but here's the truth: **you can't optimize what you can't measure**. Use a structured approach that has been battle-tested across dozens of organizations:

1. **Know your objective** and who's in charge
2. **Know what you're spending on**, down to a feature and responsible team
3. **Optimize your apps**, one use case at a time

<img src="https://mintcdn.com/narev/Y1illty3WLN-yruS/images/guides/finops-for-ai/finops-for-ai-framework.webp?fit=max&auto=format&n=Y1illty3WLN-yruS&q=85&s=a98b54c49406a90bdd866de99fabf481" alt="FinOps for AI framework" width="1536" height="1152" data-path="images/guides/finops-for-ai/finops-for-ai-framework.webp" />

Walk through each step:

* [Step 1: Know your objective and who's in charge](/guides/finops-for-ai/step-1)
* [Step 2: Know what you're spending on](/guides/finops-for-ai/step-2)
* [Step 3: Optimize](/guides/finops-for-ai/step-3)
