# xosphere.io > AI-optimized mirror of xosphere.io containing 50 pages totalling 15,781 words of clean markdown content, structured data, and semantic HTML. Original source: https://xosphere.io/. Last updated: 2026-06-13T19:38:26.720Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [The IntelligentFinOps Platform forCloud and AI Optimization](/content/site-root.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes, and TokenIQ maximizes AI Return (AIR) — without engineering toil or operational risk. (1,884 words) ## Articles & Blog Posts - [blog/cloud-optimization-roi/index.html](/content/blog/cloud-optimization-roi/index.html) (1 words) - [blog/instance-type-selection/index.html](/content/blog/instance-type-selection/index.html) (1 words) - [blog/asg-mixed-instances-policy/index.html](/content/blog/asg-mixed-instances-policy/index.html) (1 words) - [blog/spot-production-workloads/index.html](/content/blog/spot-production-workloads/index.html) (1 words) - [blog/cloud-cost-visibility/index.html](/content/blog/cloud-cost-visibility/index.html) (1 words) - [blog/right-sizing-automation/index.html](/content/blog/right-sizing-automation/index.html) (1 words) - [Spot Without Bidding: What Smooth Pricing Means for Real Workloads](/content/blog/spot-smooth-pricing/index.html): AWS retired the Spot auction in November 2017. Here is what smooth pricing actually changes, what it doesn't, and how it shifts the work of running Spot in production., AWS retired the Spot auction in November 2017. Here is what smooth pricing actually changes, what it doesn't, and how it shifts the work of running Spot in production. (2,378 words) - [Xogroups: Running Standalone EC2 Instances on Spot](/content/blog/xogroups-introduction/index.html): Xogroups extend Spot to standalone EC2 instances that don't sit in an Auto Scaling Group. Rolling replacement, preserved private IP, EIP, EBS, and ENI settings., Xogroups extend Spot to standalone EC2 instances that don't sit in an Auto Scaling Group. Rolling replacement, preserved private IP, EIP, EBS, and ENI settings. (1,815 words) - [opensource/index.html](/content/opensource/index.html) (1 words) - [license/index.html](/content/license/index.html) (1 words) - [pricing/index.html](/content/pricing/index.html) (1 words) - [Introducing AIR: A Practical Way to Measure AI ROI](/content/blog/air-the-ai-return-metric/index.html): AIR (AI Return) is a defensible FinOps metric for measuring AI ROI. Definition, the value-of-time variable, common failure modes, task-level rollups, and how AIR powers TokenIQ., AIR (AI Return) is a defensible FinOps metric for measuring AI ROI. Definition, the value-of-time variable, common failure modes, task-level rollups, and how AIR powers TokenIQ. (1,930 words) - [Introducing TokenIQ: FinOps for AI](/content/blog/introducing-tokeniq/index.html): TokenIQ is a new product for AI financial optimization: unified gateway and governance, granular cost attribution, developer productivity correlation, and automated cost optimization, anchored on the AIR metric., TokenIQ is a new product for AI financial optimization: unified gateway and governance, granular cost attribution, developer productivity correlation, and automated cost optimization, anchored on the AIR metric. (2,152 words) - [Xosphere Terms of Service](/content/terms/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., Xosphere Terms of Service. Review the terms and conditions governing access to and use of the Xosphere IQ platform. (1,360 words) - [Privacy Policy](/content/privacy/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., Read Xosphere's privacy policy. Learn how we collect, use, and protect your information when you use the Xosphere IQ platform. (1,658 words) - [Blog](/content/blog/index.html): Practitioner-grade writing on cloud cost optimization, EC2 Spot instances, Kubernetes infrastructure, and FinOps. Operator's voice, real numbers, honest tradeoffs., Practitioner-grade writing on cloud and AI cost optimization, FinOps, and the Xosphere IQ platform (SpotIQ, ClusterIQ, TokenIQ). (529 words) - [Post not found](/content/blog/finops-culture-building/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [SpotIQ User Guide](/content/docs/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., SpotIQ user guide — installation, configuration, Terraform and CloudFormation templates, and API documentation. Part of the Xosphere IQ platform. (404 words) - [Post not found](/content/blog/spot-instance-myths/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/pandemic-cloud-cost-surge/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/capacity-rebalance-recommendation/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/xosphere-aws-summit/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/cicd-spot-instances/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/spot-interruption-handling/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/spot-fleet-management/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/auto-scaling-spot-integration/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/spot-instance-pricing-deep-dive/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/enterprise-spot-adoption/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/cloud-cost-allocation-tags/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/reserved-vs-spot-analysis/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/cloud-waste-audit-guide/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/kubernetes-node-provisioning/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Redefining Cloud Cost Optimization](/content/about/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., Xosphere builds the Xosphere IQ platform — intelligent FinOps for cloud and AI optimization. Learn about our mission to help engineering teams cut compute and AI costs without compromising reliability. (282 words) - [Post not found](/content/blog/finops-team-structure/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/multi-cloud-cost-management/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/kubernetes-spot-best-practices/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Schedule a Meeting](/content/savenow/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., Schedule a meeting with the Xosphere team and discover how the Xosphere IQ platform cuts cloud, Kubernetes, and AI costs without compromising reliability. (52 words) - [Post not found](/content/blog/gcp-spot-preemptible-comparison/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/eks-cost-optimization-guide/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Join Our Mission](/content/careers/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., Join the team building the Xosphere IQ platform — intelligent FinOps for cloud and AI optimization. Xosphere is hiring remote-first engineers and operators who care about helping companies save millions on cloud and AI spend. (182 words) - [Post not found](/content/blog/instance-diversification-strategy/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/beyond-dashboards-finops/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/container-orchestration-cost-savings/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/stateful-workloads-spot-instances/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/multi-cloud-spot-strategy-2025/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/ai-workloads-spot-optimization/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [Post not found](/content/blog/finops-automation-maturity-model/index.html): Xosphere IQ is the intelligent FinOps platform for cloud and AI optimization. SpotIQ delivers up to 80% EC2 savings, ClusterIQ optimizes Kubernetes node selection, and TokenIQ maximizes AI Return (AIR), without engineering toil or operational risk., The blog post you're looking for could not be found. (35 words) - [signup/index.html](/content/signup/index.html) (1 words) - [sitemap-xml.html](/content/sitemap-xml.html) (200 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/robots.txt): Crawler directives