Cost Management Agent
Cost Management Agent
Cloud & AI Cost Management
eBook
eBook

AI & Cloud Cost Management For Dummies | Harness Resource | Harness

AI & Cloud Cost Management For Dummies

Cloud spending used to be the whole story. Now AI has entered the picture. Token-based APIs, GPU-intensive training jobs, and inference costs that swing wildly from one day to the next. FinOps has had to evolve right along with it.

Discover how modern FinOps goes beyond traditional cloud cost control to manage AI and ML spend, embed sustainability into everyday decisions, and turn technology cost management into a genuine source of business value.

After reading this book, you'll walk away with:

  • A framework for managing cloud, AI, and ML costs together
  • Ways to control unpredictable AI cost drivers like GPUs, training, and inference
  • Strategies for building a cross-functional, automation-first FinOps practice
  • Techniques for cutting costs and your carbon footprint at the same time
  • A phased, crawl-walk-run approach to maturing your FinOps program
Published
October 2, 2026

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Cost Management Agent

Cloud & AI Cost Management

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What you'll learn

Key Takeaways

Expand FinOps beyond the cloud

Modern FinOps now covers AI/ML workloads, SaaS, private cloud, and even labor costs, not just traditional infrastructure. As AI spend grows, FinOps and AI increasingly work in both directions: FinOps manages AI costs, and AI powers smarter FinOps decisions.

Understand the new AI cost drivers

Token-based APIs and GPU-intensive workloads bring cost complexity that traditional cloud spend never had. Understanding training, inference, and GPU utilization is the first step to controlling them.

Follow the modern FinOps lifecycle

The Inform, Optimize, and Operate phases give teams real-time visibility, continuous efficiency gains, and the governance needed to keep spending in check.

Make sustainability a built-in metric

Greener is generally cheaper. The same practices that cut cloud waste, like rightsizing, automation, eliminating idle resources, also reduce energy use and carbon emissions.

Automate governance and optimization

Governance-as-code and intelligent automation let teams enforce policy, stop idle resources, manage commitments, and optimize Kubernetes clusters continuously without manual reviews.

Extend FinOps across multi-cloud and hybrid environments

With most organizations running multiple providers, a unified view of cost and usage is essential to avoid waste and vendor lock-in surprises.