# Sedai > Sedai is an autonomous cloud and AI optimization platform. It continuously analyzes application behavior and adjusts cloud configurations in real time to cut costs, improve performance, and increase availability — managing over $3 billion in cloud spend with zero production incidents. ## Platform - [AI Agent Optimization](https://sedai.io/platform/ai-agent-optimization): Sedai brings governance, observability, and intelligent model routing to every LLM call — one import, no code rewrites. - [Data Platforms Optimization](https://sedai.io/platform/data-platforms): Data platform optimization to reduce costs, improve performance, and boost efficiency. Continuously tune resources without manual effort. - [Database Optimization](https://sedai.io/platform/database): Database optimization to reduce costs, improve query performance, and ensure reliability. Continuously tune databases without manual effort. - [ECS Optimization](https://sedai.io/platform/ecs): ECS optimization with AI to cut costs, boost performance, and maintain SLOs. Automate safe tuning for AWS ECS, no manual effort needed. - [GPU Optimization](https://sedai.io/platform/gpu): GPUs are scarce. Sedai finds the capacity locked in idle allocations and underused GPUs and safely puts it to work, so you get more from what you already have. - [Kubernetes Optimization](https://sedai.io/platform/kubernetes): Kubernetes optimization to reduce costs, improve performance, and protect SLOs. Continuously tune clusters without manual scaling or effort. - [Serverless Optimization](https://sedai.io/platform/serverless): Serverless optimization to reduce costs, improve efficiency, and protect SLOs. Continuously tune functions without manual intervention. - [Storage Optimization](https://sedai.io/platform/storage): Storage optimization for S3 and EBS to cut costs and improve performance. Continuously optimize storage tiers and usage without manual effort. - [VM Optimization](https://sedai.io/platform/vm): VM optimization with AI that cuts costs, boosts performance, and eliminates manual tuning. See how Sedai automates safe optimization. - [AWS Optimization](https://sedai.io/platform/aws): AWS optimization with AI to cut costs, boost performance, and protect SLOs. Automate safe tuning across EC2, ECS, and more. - [Azure Optimization](https://sedai.io/platform/azure): Azure optimization for AKS and VMs to reduce costs, improve performance, and protect SLOs. Continuously tune workloads without manual effort. - [GCP Optimization](https://sedai.io/platform/gcp): GCP optimization with AI to cut costs, boost performance, and protect SLOs across GKE and VMs. See how Sedai automates safe tuning. - [On-Prem Optimization](https://sedai.io/platform/on-prem): On-prem optimization to improve utilization, reduce waste, and align capacity with demand. Continuously adapt workloads without manual tuning. - [All Integrations](https://sedai.io/integrations): See the full list of cloud services that Sedai optimizes, across AWS, Azure, Google Cloud, & more. - [Sed](https://sedai.io/sed): Sed is a conversational AI assistant that answers questions and takes action across your cloud. No one understands your entire stack like Sed. - [Safety by Design](https://sedai.io/platform/safety-by-design): Sedai wraps every autonomous action in layered guardrails — validating, executing, and reversing changes safely. Zero production incidents, ever. - [Proactive Incident Prevention](https://sedai.io/platform/proactive-incident-prevention): Sedai detects resource risks before thresholds breach and autonomously remediates — no pages, no tickets. Shift from firefighting to prevention. - [Release Intelligence](https://sedai.io/platform/release-intelligence): Sedai auto-scores every deployment against a pre-release baseline — attributing cost, latency, and error impact to the exact change that caused it. - [IaC & CI/CD](https://sedai.io/platform/iac-cicd): Sedai writes optimizations back to Terraform, Helm, or Kustomize as PRs — eliminating config drift and protecting gains across every deployment. - [MCP Integration](https://sedai.io/platform/mcp): Sedai's MCP integration brings the same capabilities available in Sed into your own agents — Claude Code, Copilot, or internal tooling — with no custom integration. - [Monitoring & APM](https://sedai.io/platform/monitoring-apm): Sedai correlates infra metrics with latency, errors, and traffic from your existing APM tools — no new agents, just smarter and safer optimization. - [Workflow & Alerts](https://sedai.io/platform/workflow-alerts): Sedai logs every action in ServiceNow or Jira and pushes alerts to Slack or PagerDuty — full autonomy where allowed, gated approvals where not. - [Kubernetes Autoscalers](https://sedai.io/platform/kubernetes-autoscalers): Sedai right-sizes pods and tunes HPA targets based on real workload behavior — filling the gaps native autoscalers leave behind, without conflict. - [Amazon EKS](https://sedai.io/platform/amazon-eks-optimization): Sedai continuously right-sizes Amazon EKS pods, nodes, and purchasing — eliminating waste while protecting availability, with cluster compaction built in. - [Amazon EC2](https://sedai.io/platform/amazon-ec2-optimization): Sedai continuously analyzes Amazon EC2 utilization and autonomously right-sizes instances — application-aware, unlike generic provider recommendations. - [AWS Fargate](https://sedai.io/platform/aws-fargate-optimization): Sedai continuously tunes AWS Fargate task CPU, memory, and Spot eligibility — configuring the optimal Spot/On-Demand blend without sacrificing availability. - [AWS Lambda](https://sedai.io/platform/aws-lambda-optimization): Sedai continuously tunes AWS Lambda memory and concurrency per function — eliminating cold starts and overprovisioning without manual configuration. - [Amazon EBS](https://sedai.io/platform/amazon-ebs-optimization): Sedai continuously monitors your Amazon EBS estate, autonomously right-sizing volumes and flagging waste — safety checks and change tickets included. - [Amazon S3](https://sedai.io/platform/amazon-s3-optimization): Sedai autonomously shifts S3 data into Intelligent-Tiering by access pattern, then recommends Archive moves for persistently cold data. - [Amazon RDS](https://sedai.io/platform/amazon-rds-optimization): Sedai continuously analyzes Amazon RDS and autonomously rightsizes instances through maintenance windows — safe enough for production databases. - [Amazon DynamoDB](https://sedai.io/platform/amazon-dynamodb-optimization): Sedai continuously analyzes DynamoDB capacity, GSI usage, and table class fit, then recommends right-sizing, cleanup, and storage changes to make. - [Azure Kubernetes Service](https://sedai.io/platform/azure-aks-optimization): Sedai continuously rightsizes AKS pods and node pools together, then attributes cost by team — all through small, validated changes with no disruption. - [Azure VMs](https://sedai.io/platform/azure-virtual-machines-optimization): Sedai continuously analyzes Azure VM utilization and autonomously right-sizes instances and purchasing — safety checks and audit trails included. - [Azure Managed Disks](https://sedai.io/platform/azure-managed-disks-optimization): Sedai continuously rightsizes Azure Managed Disk tiers, reclaims unattached disks, and migrates to newer types — safety checks and snapshots included. - [Azure Blob Storage](https://sedai.io/platform/azure-blob-storage-optimization): Sedai continuously analyzes Azure Blob Storage access and autonomously shifts cold data to cheaper tiers, weighing retrieval costs with safety checks built in. - [Google Kubernetes Engine](https://sedai.io/platform/google-kubernetes-engine-optimization): Sedai continuously analyzes GKE usage and autonomously rightsizes pods and nodes across Standard and Autopilot, plus GPU and disk optimization. - [Google Compute Engine](https://sedai.io/platform/google-compute-engine-optimization): Sedai continuously analyzes Google Compute Engine usage and safely resizes instances and machine families — with validation and rollback protection. - [Google Cloud Storage](https://sedai.io/platform/google-cloud-storage-optimization): Sedai continuously analyzes Google Cloud Storage access patterns and recommends the lowest-cost class for every object, plus lifecycle-rule insights. - [Google Persistent Disk](https://sedai.io/platform/google-persistent-disk-optimization): Sedai optimizes Google Persistent Disk autonomously, matching disk type to real I/O and clearing unattached disks — with validated, safe execution. - [Self-Managed Kubernetes](https://sedai.io/platform/kubernetes-self-managed-optimization): Sedai adds autonomous rightsizing to self-managed Kubernetes — full stack control stays yours, with identical capabilities in fully air-gapped deployments. - [OpenShift](https://sedai.io/platform/openshift-optimization): Sedai brings autonomous optimization to OpenShift with self-hosted, FedRAMP-compatible deployment — so tuning never outpaces your governance requirements. - [Rancher](https://sedai.io/platform/rancher-optimization): Sedai continuously rightsizes workloads across every cluster Rancher manages — extending Rancher's centralized control to autonomous, cluster-wide optimization. - [VMware Tanzu](https://sedai.io/platform/vmware-tanzu-optimization): Sedai optimizes both container requests and the underlying vSphere VMs serving as your Tanzu Kubernetes nodes — no manual re-tuning required. - [Platform9](https://sedai.io/platform/platform9-optimization): Sedai extends Platform9's managed Kubernetes simplicity to optimization — autonomously right-sizing workloads without adding operational overhead. - [Databricks Optimization](https://sedai.io/resources/sedai-for-databricks): Sedai delivers autonomous, continuous optimization for Databricks, helping you reduce costs & improve performance without manual toil. - [Google Cloud Dataflow](https://sedai.io/platform/google-cloud-dataflow-optimization): Sedai continuously analyzes Dataflow job performance and recommends the right instance types and worker counts — savings reports, reviewed before acting. ## Solutions - [Cloud Cost Optimization](https://sedai.io/solution/cloud-cost-optimization): Autonomously reduce cloud spend while preserving SLOs. Sedai safely rightsizes workloads, updates IaC with audit receipts, & ties savings to actions. - [Application Performance](https://sedai.io/solution/application-performance): Optimize application performance effortlessly as Sedai detects, fixes, and prevents issues using AI-powered, SLO-safe automation. - [Toil Reduction](https://sedai.io/solution/toil-reduction): Reduce SRE toil & manual effort with Sedai’s autonomous operations. Improve incident recovery time and keep applications within SLOs using automation. - [FinOps Automation](https://sedai.io/solution/finops-automation): Optimize application performance with autonomous tech. Improve reliability, increase efficiency, & rightsize resources with real-time optimization. - [Cloud Reliability Improvement](https://sedai.io/solution/cloud-reliability): Achieve Cloud Reliability Improvement with Sedai’s autonomous platform. Optimize performance, efficiency, and resource usage in real time. - [Release Quality](https://sedai.io/solution/release-quality): Analyzes every release in real time, scores its impact on performance, errors, & cost, and protects production with safe rollout & instant rollback. - [Technology Leadership](https://sedai.io/solution/leadership): Sedai helps tech leaders reduce cloud costs, improve app performance, and cut toil with app-aware intelligence & safe autonomous optimization. - [Platform Engineer](https://sedai.io/solution/platform-engineer): Reduce cloud complexity & operational risk. Sedai helps platform engineers rightsize workloads, eliminate drift, & safely optimize platforms at scale. - [SRE](https://sedai.io/solution/sre): Analyzes every release in real time, detects regressions, scores impact on performance & errors, & protects production with safe and instant rollback. - [FinOps](https://sedai.io/solution/finops): Sedai aligns cost, performance, and reliability with continuous, SLO-safe optimization that unifies FinOps and engineering for better cost control. - [Cloud Operations](https://sedai.io/solution/cloud-operations): Automatically lower cloud spend. Sedai safely right-sizes workloads, updates IaC, and ties every saving to a verified optimization. ## Pricing - [Pricing](https://sedai.io/pricing): Sedai's pricing model is based on your unique cloud environment and usage. So you get a positive ROI on your investment. ## Resources - [Resource Hub](https://sedai.io/resources): Explore our product guides, expert insights, demo videos, & more - [Sedai Blog](https://sedai.io/blog): The ultimate blog for cloud tips & tricks, from our Leadership Team - [2026 GigaOm Radar](https://sedai.io/gigaom-k8s-radar): Read the 2026 GigaOm Radar for Kubernetes Resource Management - [Customers](https://sedai.io/customers): Case studies and measured results. - [Documentation](https://docs.sedai.io/get-started): Product documentation and setup guides. ## Customers - [Palo Alto Networks](https://sedai.io/blog/palo-alto-networks): Read how Palo Alto Networks dramatically reduced cloud costs - [KnowBe4](https://sedai.io/blog/knowbe4): Read how KnowBe4 used Sedai to handle a huge surge in cloud usage - [Informed](https://sedai.io/customers/informed): Read how Informed cut 900+ hours of engineering toil with Sedai - [Relay Network](https://sedai.io/customers/relay-network): How Relay Network saved 3,868 engineering hours & 40% on ECS costs ## Company - [Careers](https://sedai.io/careers): Join our team to take a major step forward in your career - [Newsroom](https://sedai.io/newsroom): See our latest product launches & company news - [Partners](https://sedai.io/partners): Partner with Sedai to build the future of cloud & AI infrastructure - [Contact Us](https://sedai.io/contact): The Sedai team is here to help with whatever you need - [Company](https://sedai.io/company): About Sedai, mission, and team. ## Product - [Platform](https://sedai.io/platform): Autonomous optimization for cloud, Kubernetes, serverless, storage, and AI workloads. ## Optional - [Book a Demo](https://sedai.io/demo): Request a live demo of the platform. - [Privacy Policy](https://sedai.io/privacy-policy): How Sedai collects, uses, and protects data. - [Terms of Use](https://sedai.io/terms-of-use): Terms governing use of Sedai's website and services.