# FinOps and Cloud Cost Management Articles | ManageEngine CloudSpend Browse articles on FinOps best practices, cloud cost optimization, and cloud economics, written for the teams managing and governing cloud spend. ## Articles ### FinOps for AI ## [AI budget controls: How to set and enforce spend limits across teams and projects](https://www.manageengine.com/cloudspend/articles/ai-budget-controls.html) A single organization-level budget isn't enough to control AI spend. Here's how to set up spend limits by team, project, and model across AWS, Azure, and GCP before costs spiral. ![Last updated July 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) July 2026 ![5 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 5 min read ## [Prompt caching: A practical guide to reducing AI token usage and costs](https://www.manageengine.com/cloudspend/articles/prompt-caching.html) Paying for the same tokens on every API call is one of the most common sources of AI overspending. Here's how prompt caching works and how to use it to cut costs on AWS Bedrock and Azure OpenAI. ![Last updated July 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) July 2026 ![6 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 6 min read ## [The FinOps for AI maturity model: Where does your organization stand?](https://www.manageengine.com/cloudspend/articles/finops-for-ai-maturity-model.html) Most organizations are spending on AI but few are managing it deliberately. Use this maturity model to assess where you stand and what to fix next. ![Last updated July 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) July 2026 ![5 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 5 min read ## [How to choose the right AI models on AWS Bedrock for cost optimization](https://www.manageengine.com/cloudspend/articles/how-to-choose-right-ai-model-aws-bedrock-cost-optimization.html) Not every workload needs a frontier model. Learn how to match the right AI model on AWS Bedrock to your workload and cut costs without compromising on quality. ![Last updated July 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) July 2026 ![5 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 5 min read ## [How to reduce AI inference costs on AWS Bedrock and SageMaker](https://www.manageengine.com/cloudspend/articles/reduce-ai-inference-costs-aws-bedrock-sagemaker.html) Most teams overspend on AI inference without knowing it. Here are six ways to cut your Bedrock and SageMaker bill without compromising on output quality. ![Last updated July 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) July 2026 ![5 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 5 min read ### Unit Economics ## [What is cloud unit economics? Definition, meaning, and how it works](https://www.manageengine.com/cloudspend/articles/cloud-unit-economics.html) Cloud unit economics measures cost per unit of business output, not just total spend. Learn what it is, how to calculate it, common metrics, challenges, and best practices. ![Last updated June 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) June 2026 ![12 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 12 min read ### Cloud Tagging ## [Cloud tagging best practices: How it drives cloud cost control](https://www.manageengine.com/cloudspend/articles/cloud-tagging-best-practices.html) Learn how effective tagging improves cloud cost control with better visibility, cost allocation, and insights to optimize your cloud spending. ![Last updated June 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) June 2026 ![8 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 8 min read ### Cloud Cost Optimization ## [Cloud cost optimization strategies: What most guides get wrong](https://www.manageengine.com/cloudspend/articles/cloud-cost-optimization-strategies.html) Most cloud cost optimization efforts produce short-term savings that quietly erode. Learn the right strategies in the right order to build cost efficiency that actually sticks. ![Last updated June 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) June 2026 ![10 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 10 min read ### FinOps ## [What is FinOps? Definition, meaning, and how it works](https://www.manageengine.com/cloudspend/articles/what-is-finops.html) FinOps is a cloud financial management practice that connects cloud spending to business outcomes. Learn what FinOps means, how it works, and how to get started. ![Last updated June 5, 2026](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-calendar.svg) June 2026 ![15 min read](https://cdn.manageengine.com/sites/meweb/images/cloudspend/icon-clock.svg) 15 min read