# Kubex: AI Driven Resource Optimization for Kubernetes, GPUs \& AI Workloads

> Kubex leverages AI\-driven analytics to help enterprises reduce costs, enhance efficiency \& ensure stability in complex, dynamic environments\.

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## Pages
- [Automated Kubernetes Resource Optimization](https://kubex.ai/product/automated-kubernetes-resource-optimization/)
- [GPU Optimization](https://kubex.ai/product/gpu-optimization/)
- [Cloud Resource Optimizer](https://kubex.ai/product/cloud-resource-optimizer/)
- [Careers](https://kubex.ai/company/careers/)
- [New trial process](https://kubex.ai/oauth/)

## Posts
- [Inference Optimization Techniques\. Ray vs\. vLLM vs\. KubeRay](https://kubex.ai/blog/kubernetes-gpu-optimization/)
- [Kubernetes GPU Scheduling for MLOps and GPU Sharing](https://kubex.ai/blog/kubernetes-gpu-scheduling/)
- [Cast AI Alternative: Evaluation Across Six Dimensions](https://kubex.ai/blog/cast-ai-alternative/)
- [Sedai Alternative: Kubex vs\. Sedai Compared](https://kubex.ai/blog/sedai-alternative/)
- [ScaleOps Alternative: Evaluation Across Six Dimensions](https://kubex.ai/blog/scaleops-alternative/)

## Resources
- [video\-finops\-terraform](https://kubex.ai/resources/finops-terraform/)
- [video\-itsm\-controlled\-optimization](https://kubex.ai/resources/itsm-controlled-optimization/)
- [video\-k8s\-resource\-risks](https://kubex.ai/resources/k8s-resource-risks/)
- [video\-kubernetes\-optimization\-helm](https://kubex.ai/resources/kubernetes-optimization-helm/)
- [video\-kubernetes\-resource\-optimization](https://kubex.ai/resources/kubernetes-resource-optimization/)

## Press Releases
- [Kubex Launches KAI Scheduler Integration to Automate GPU Sharing for AI Inference](https://kubex.ai/company/news/releases/kubex-launches-kai-scheduler-integration-to-automate-gpu-sharing-for-ai-inference/)

## Customer Stories
- [Global media and entertainment leader cuts $1\.2M in Kubernetes waste with Kubex](https://kubex.ai/customer-story/global-media-and-entertainment-leader-cuts-1-2m-in-kubernetes-waste-with-kubex/)
- [Global pharmaceutical leader captures $585K in Kubernetes savings in two weeks of automated rightsizing with Kubex](https://kubex.ai/customer-story/global-pharmaceutical-leader-captures-585k-in-kubernetes-savings-in-two-weeks-of-automated-rightsizing-with-kubex/)
- [Global enterprise software leader saves $140K a year by optimizing their first Kubernetes cluster with Kubex](https://kubex.ai/customer-story/global-enterprise-software-leader-saves-140k-a-year-by-optimizing-their-first-kubernetes-cluster-with-kubex/)
- [Global enterprise software leader uses Kubex AI agent and MCP to run cost, risk, and root cause analysis on demand](https://kubex.ai/customer-story/global-enterprise-software-leader-uses-kubex-ai-agent-and-mcp-to-run-cost-risk-and-root-cause-analysis-on-demand/)
- [Global media and entertainment leader makes Kubernetes optimization conversational across multi\-cloud with Kubex MCP](https://kubex.ai/customer-story/global-media-and-entertainment-leader-makes-kubernetes-optimization-conversational-across-multi-cloud-with-kubex-mcp/)

## Guides
- [TC – K8s Capacity – 10 – Kubernetes Affinity](https://kubex.ai/kubernetes-autoscaling/kubernetes-affinity/)
- [TC – K8s Capacity – 01 – VPA](https://kubex.ai/kubernetes-autoscaling/kubernetes-vpa/)
- [TC – K8s Tools 09 – Kube\-State\-Metrics](https://kubex.ai/kubernetes-tools/kube-state-metrics/)
- [TC – FinOps 01 – Organize 1](https://kubex.ai/finops/aws-billing-tools/)
- [TC – K8s Capacity – 08 – Load Balancer](https://kubex.ai/kubernetes-autoscaling/kubernetes-service-load-balancer/)

## Optional
- [Sitemap index](https://kubex.ai/sitemap_index.xml)