--- title: "Stop Wasting Cloud Spend: Get AI-Powered Remediation Now" description: Learn how CxM’s AI Remediation improves cloud optimization by automatically ompressing hours of work, into pull requests that can be reviewed in minutes. image: https://www.cloudexmachina.io/hubfs/cxm-ai-powered-remediation.jpg --- Closing the Workflow Gap in Cloud Cost Management [**Free Whitepaper**](https://www.cloudexmachina.io/cloud-optimization-closing-the-workflow-gap) [![](https://www.cloudexmachina.io/hubfs/cxm_logo.svg)](https://www.cloudexmachina.io/) - [Product](https://www.cloudexmachina.io/product) - [Book a demo](https://www.cloudexmachina.io/blog/ai-powered-remediation#bookademo) - [Product](https://www.cloudexmachina.io/product) - [Book a demo](https://www.cloudexmachina.io/blog/ai-powered-remediation#bookademo) ![](https://www.cloudexmachina.io/hubfs/raw_assets/public/CXMV2/images/blog_single_banner.jpg) - [Cloud Cost Optimization](https://www.cloudexmachina.io/blog/tag/cloud-cost-optimization) # Stop Wasting Cloud Spend: Get AI-Powered Remediation Now - December 16, 2025 - By ![Thomas Davy](https://www.cloudexmachina.io/hubfs/Thomas-Davy_web.jpg) Thomas Davy #### Thomas Davy Cloud ex Machina is a platform built by developers for developers to drive smarter cloud optimization. A Certified FinOps Practitioner with over a decade of leadership in technical organizations, Thomas is focused on automating cloud efficiency, boosting engineering autonomy, and embedding financial intelligence directly into developer workflows. [Learn More](https://www.cloudexmachina.io/blog/author/thomas-davy) ### Table of Contents ![](https://www.cloudexmachina.io/hubfs/cxm-ai-powered-remediation.jpg) - Share: - - - We're excited to be releasing AI-powered remediation capabilities for the CxM platform. The new features automate context-gathering and code generation for cloud optimizations, compressing work that typically takes hours into pull requests that can be reviewed in minutes. ## What's New The platform now continuously scans cloud environments and automatically generates remediation pull requests when it identifies optimization opportunities. Key capabilities include: - **Automatic ownership inference:** The AI maps resources to teams without requiring manual tagging infrastructure. It analyzes deployment patterns, repository connections, and infrastructure dependencies to route optimization work to the correct owners. - **Validated code generation:** When the platform identifies waste, it generates the actual code changes needed to fix it. An oversized compute instance becomes a pull request with the corrected instance type. The AI validates changes before generating PRs. - **Full remediation context:** Each pull request includes impact analysis, expected savings calculations, and documented implementation procedures. Engineers review optimization work the same way they review feature code. - **Continuous learning:** The system tracks which recommendations get merged and which get rejected, improving its precision over time, based on team-specific patterns and preferences. ## Why This Matters > According to Boston Consulting Group’s 2025 report, [Cloud Cover: Price Swings, Sovereignty Demands, and Wasted Resources](https://www.bcg.com/publications/2025/cloud-cover-price-sovereignty-demands-waste), up to 30% of enterprise cloud spending is wasted. The visibility problem is solved, dashboards and reports exist. The execution problem persists because remediation requires hours of context-gathering work that competes with feature delivery. Traditional FinOps tools generate recommendations and stop there. CxM automates the research, validation, and code generation, delivering executable code fixes as pull requests, instead of dashboard alerts or endless tickets. ## Availability AI-powered remediation is available now for CxM platform customers. The system integrates with existing Git workflows and development tools. Request a demo [here](https://www.cloudexmachina.io/#book-a-demo)! ![](https://www.cloudexmachina.io/hubfs/raw_assets/public/CXMV2/images/sidebar_bg.png) #### Effortlessly Manage Your Cloud, Improve Efficiency, and Increase Your Returns. [Book a demo](https://www.cloudexmachina.io/#bookademo) - [Popular](https://www.cloudexmachina.io/blog/ai-powered-remediation#sidebar-popular-posts) - [Recent](https://www.cloudexmachina.io/blog/ai-powered-remediation#sidebar-recent-posts) [![Why AWS's Commitments Utilization and Coverage Fall Short](https://www.cloudexmachina.io/hubfs/Why%20AWSs%20%20Commitments%20%20Utilization%20and%20Coverage%20%20Fall%20Short.png) September 1, 2026 Why AWS's Commitments Utilization and Coverage Fall Short](https://www.cloudexmachina.io/blog/aws-commitments-utilization-coverage-fall-short) [![azure cost optimization](https://www.cloudexmachina.io/hubfs/where-azure-spend-goes-wrong.jpg) August 25, 2026 Azure Cost Optimization: A Practical Engineering Guide](https://www.cloudexmachina.io/blog/azure-cost-optimization) [![dynamodb cost](https://www.cloudexmachina.io/hubfs/a-pricing-guide-for-engineers.jpg) August 20, 2026 AWS DynamoDB Cost: A Pricing Guide for Engineers](https://www.cloudexmachina.io/blog/dynamodb-cost) [![aws aurora pricing](https://www.cloudexmachina.io/hubfs/aws%20aurora%20pricing02.png) December 16, 2025 AWS Aurora Pricing Explained: What You Really Pay for and Why](https://www.cloudexmachina.io/blog/aws-aurora-pricing) [![Amazon Bedrock](https://www.cloudexmachina.io/hubfs/amazon-bedrock.png) December 16, 2025 AWS Bedrock Pricing Breakdown: Avoiding Surprise Bills in GenAI Workloads](https://www.cloudexmachina.io/blog/bedrock-pricing) [![fargate pricing](https://www.cloudexmachina.io/hubfs/fargate%20pricing%2002.png) December 16, 2025 AWS Fargate Pricing Explained: What You're Really Paying For](https://www.cloudexmachina.io/blog/fargate-pricing) ![](https://www.cloudexmachina.io/hubfs/raw_assets/public/CXMV2/images/newsletter_background.jpg) #### Subscribe to our Newsletter get the latest news... [![](https://www.cloudexmachina.io/hubfs/cxm_logo.svg)](https://www.cloudexmachina.io/) Cloud ex Machina gives engineering and FinOps teams an AI teammate for cloud cost and governance. Dex maps your cloud, investigates findings, and delivers review-ready fixes to the engineers who can act. #### Resources - [Blog](https://www.cloudexmachina.io/blog) - [Documentation](https://docs.cloudexmachina.io/) - [Jobs](https://www.cloudexmachina.io/jobs) - [Trust](https://trust.cloudexmachina.io/) [Follow us on Facebook](https://github.com/cxmlabs/) [Follow us on LinkedIn](https://www.linkedin.com/company/cloudexmachina/) [Follow us on Instagram](mailto:info@cloudexmachina.io) © 2026 Cloud ex Machina  .  - [Terms](https://www.cloudexmachina.io/website-terms-of-use) - [Privacy Policy](https://www.cloudexmachina.io/legal/privacy-policy) - [Cookie Policy](https://www.cloudexmachina.io/legal/cookie-notice) - Cookie Settings ![](https://www.cloudexmachina.io/hubfs/raw_assets/public/CXMV2/images/GDPR.png) ![](https://www.cloudexmachina.io/hubfs/raw_assets/public/CXMV2/images/aicpa.png) × ## Book a Demo Whether you’re running on AWS, Azure, GCP, or containers, Cloud ex Machina optimizes your cloud infrastructure for peak performance and cost-efficiency, ensuring the best value without overspending. ```json { "@context" : "https://schema.org", "@type" : "BlogPosting", "author" : { "@type" : "Person", "name" : "Thomas Davy", "url" : "https://www.cloudexmachina.io/blog/author/thomas-davy" }, "dateModified" : "2026-04-10T21:42:26.575Z", "datePublished" : "2025-12-16T14:00:02.000Z", "headline" : "Stop Wasting Cloud Spend: Get AI-Powered Remediation Now", "image" : [ "https://www.cloudexmachina.io/hubfs/cxm-ai-powered-remediation.jpg" ], "mainEntityOfPage" : { "@id" : "https://www.cloudexmachina.io/blog/ai-powered-remediation", "@type" : "WebPage" }, "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://www.cloudexmachina.io/hubfs/CloudexMachina_logo_Color_RVB.svg" }, "name" : "Cloud Ex Machina Inc." } } ``` ```json { "@context" : "http://schema.org", "@type" : "TechArticle", "author" : [ { "@type" : "Person", "name" : "Thomas Davy", "url" : "https://www.cloudexmachina.io/blog/author/thomas-davy" } ], "dateModified" : "2026-04-10", "datePublished" : "2025-12-16", "description" : "Learn how CxM’s AI Remediation improves cloud optimization by automatically ompressing hours of work, into pull requests that can be reviewed in minutes.", "headline" : "Stop Wasting Cloud Spend: Get AI-Powered Remediation Now", "image" : "https://43860990.fs1.hubspotusercontent-na1.net/hubfs/43860990/cxm-ai-powered-remediation.jpg", "publisher" : { "@type" : "Organization", "logo" : { "@type" : "ImageObject", "url" : "https://domain.tld/link_to_logo.png" }, "name" : "COMPANYNAME", "url" : "https://domain.tld/" }, "url" : "https://www.cloudexmachina.io/blog/ai-powered-remediation" } ```