Frequently Asked Questions

Product Information & Technology

What is Sedai and how does it work?

Sedai is a patented, autonomous cloud management platform that safely optimizes cloud resources for cost, performance, and availability. Using machine learning and reinforcement learning, Sedai continuously analyzes your cloud environment and makes gradual, validated optimizations—without manual intervention or risk to production. Sedai is the only platform with patented technology guaranteeing safe, autonomous actions in production, never causing an incident or breaching SLOs. Learn more.

What makes Sedai different from other cloud optimization solutions?

Sedai is the only cloud optimization platform with patented safety mechanisms for autonomous actions. Unlike other tools that may risk outages with all-at-once changes, Sedai makes slow, incremental optimizations, continuously validating safety and never causing production incidents. Sedai's approach is trusted by leading companies like Palo Alto Networks, HP, and Experian. See why.

What core problems does Sedai solve for engineering teams?

Sedai eliminates manual toil by automating repetitive tasks such as rightsizing, scaling, and configuration management. It addresses cost inefficiencies, performance bottlenecks, and operational risks, enabling engineers to focus on innovation instead of firefighting. Sedai also bridges the gap between visibility and action, ensuring continuous improvement without manual intervention. Read more.

What are the main features of Sedai's platform?

Sedai offers autonomous optimization, proactive issue resolution, release intelligence, full-stack cloud coverage (compute, storage, data), smart SLOs, plug-and-play implementation, and multiple operation modes (Datapilot, Copilot, Autopilot). It integrates with major cloud providers and supports enterprise-grade governance. See all features.

How does Sedai ensure safety during cloud optimizations?

Sedai's patented technology performs gradual, validated optimizations with continuous health checks and automatic rollbacks. Every change is constrained, validated, and reversible, ensuring no production incidents or SLO breaches. Sedai is the only platform with eight U.S. patents guaranteeing safe, autonomous actions. Learn more.

What cloud environments and technologies does Sedai support?

Sedai supports AWS, Azure, GCP, Kubernetes, Amazon EKS, Azure AKS, Google GKE, Amazon ECS, AWS Fargate, Openshift, Rancher, IBM Cloud, Alibaba Container, Digital Ocean, VMWare Tanzu, Oracle, and Platform9. This broad support enables optimization across containers, VMs, serverless, storage, and data/streaming workloads.

What is the primary purpose of Sedai's platform?

The primary purpose of Sedai is to eliminate engineering toil by automating cloud optimization, enabling teams to focus on impactful work and innovation. Sedai acts as an intelligent autopilot for cloud operations, ensuring cost efficiency, performance, and reliability. Our story.

What are the different modes of operation in Sedai?

Sedai offers three modes: Datapilot (observability), Copilot (one-click optimizations), and Autopilot (fully autonomous execution). You can start in Copilot to approve optimizations, then switch to Autopilot for hands-free, continuous improvements.

How does Sedai's patented technology benefit customers?

Sedai's patented technology guarantees safe, autonomous optimizations in production environments. Customers benefit from zero production incidents, continuous cost savings, and improved performance—without manual risk or intervention. This safety-first approach is unique to Sedai. See details.

Use Cases & Benefits

Who can benefit from using Sedai?

Sedai is ideal for platform engineering, IT/cloud operations, technology leadership (CTO, CIO, VP Engineering), site reliability engineering (SRE), and FinOps teams. It serves organizations with significant cloud operations across industries like cybersecurity, IT, financial services, healthcare, travel, e-commerce, SaaS, and more. See case studies.

What business impact can customers expect from Sedai?

Customers can expect up to 50% cloud cost savings, 75% latency reduction, 6X productivity gains, and up to 50% fewer failed customer interactions. For example, Palo Alto Networks saved $3.5M, KnowBe4 achieved 50% cost savings, and Belcorp reduced AWS Lambda latency by 77%. See more success stories.

What are some real-world success stories with Sedai?

Notable success stories include Palo Alto Networks saving $3.5M, KnowBe4 saving $1.2M and achieving 50% cost savings, Belcorp reducing AWS Lambda latency by 77%, and Freshworks optimizing AWS Lambda for improved user experience. Read case studies.

What industries does Sedai serve?

Sedai serves cybersecurity, IT, financial services, security awareness training, travel and hospitality, healthcare, car rental, retail/e-commerce, SaaS, and digital commerce. Customers include Palo Alto Networks, HP, Experian, KnowBe4, Expedia, CapitalOne, GSK, Avis, Belcorp, and Campspot. See all industries.

How does Sedai help reduce cloud costs?

Sedai autonomously rightsizes workloads, eliminates overprovisioning, and optimizes resource utilization, reducing cloud costs by up to 50%. For example, KnowBe4 and Palo Alto Networks achieved millions in savings using Sedai. See cost savings.

How does Sedai improve application performance?

Sedai reduces latency by up to 75% by continuously tuning application and infrastructure settings in real time, based on live data. Customers like Belcorp and Campspot have seen significant latency reductions and improved user experience. See performance results.

How does Sedai increase availability and reliability?

Sedai detects and resolves availability issues before they cause outages, proactively preventing downtime and reducing failed customer interactions by up to 50%. Its predictive capabilities ensure resource needs are met in advance. Learn more.

How does Sedai help eliminate engineering toil?

Sedai automates repetitive tasks like rightsizing, scaling, and runbook execution, freeing engineers to focus on building new products and innovation. This results in up to 6X productivity gains for engineering teams. Our story.

What pain points does Sedai address for cloud teams?

Sedai addresses pain points like manual toil, ticket queues, risk vs. speed trade-offs, cost surprises, config drift, tool sprawl, and misaligned priorities between engineering and FinOps. It provides actionable automation and bridges the gap between visibility and action. See more.

Implementation & Onboarding

How long does it take to implement Sedai?

Sedai's setup process is fast and agentless. For most use cases, implementation takes just 5 minutes. For specific scenarios like AWS Lambda, setup may take up to 15 minutes. More complex environments may require additional time. Get started.

How easy is it to get started with Sedai?

Sedai offers plug-and-play implementation, connecting securely to your cloud accounts via IAM—no agents or complex installations required. Personalized onboarding, detailed documentation, and a 30-day free trial make adoption simple. Start now.

What onboarding and support resources are available?

Sedai provides one-on-one onboarding calls with engineers, a dedicated Customer Success Manager for enterprise customers, detailed technical documentation, a community Slack channel, and email/phone support. See documentation.

Is there a free trial for Sedai?

Yes, Sedai offers a 30-day free trial so you can experience the platform's value firsthand with no financial commitment. Start your free trial.

What feedback have customers given about Sedai's ease of use?

Customers praise Sedai's quick, agentless setup (5–15 minutes), plug-and-play integration, and comprehensive onboarding support. The platform's simplicity and efficiency are consistently highlighted in customer feedback. Read more.

Where can I find technical documentation for Sedai?

Comprehensive technical documentation is available at docs.sedai.io/get-started, including setup guides, feature overviews, and troubleshooting resources.

Security, Compliance & Integrations

Is Sedai SOC 2 certified?

Yes, Sedai is SOC 2 certified, demonstrating adherence to stringent security and compliance standards for data protection. See our Security page.

What integrations does Sedai support?

Sedai integrates with Cloudwatch, Prometheus, Datadog, Azure Monitor, HPA/VPA, Karpenter, GitLab, GitHub, Bitbucket, Terraform, ServiceNow, Jira, Slack, Microsoft Teams, and various runbook automation platforms. This ensures seamless fit with your existing workflows. See integrations.

How does Sedai support enterprise-grade governance?

Sedai integrates with Infrastructure as Code (IaC), IT Service Management (ITSM), and compliance workflows, ensuring all changes are safe, auditable, and compliant with enterprise policies.

Competition & Differentiation

How does Sedai compare to other cloud optimization tools?

Sedai is the only platform with patented, safety-first autonomous optimization. Unlike competitors that rely on static rules or manual adjustments, Sedai operates 100% autonomously, with continuous validation and zero production incidents. It also offers proactive issue resolution, application-aware intelligence, and full-stack coverage. See competitive details.

What unique features set Sedai apart from competitors?

Sedai's unique features include patented safety for autonomous actions, proactive issue resolution, application-aware intelligence, release intelligence, plug-and-play implementation, and full-stack cloud coverage. These capabilities deliver measurable cost savings, performance gains, and operational efficiency. Learn more.

Why do leading companies trust Sedai?

Leading companies like Palo Alto Networks, HP, Experian, and KnowBe4 trust Sedai because of its proven safety record (never causing a production incident), patented technology, measurable cost savings, and performance improvements. See customer stories.

What advantages does Sedai offer for different user segments?

Platform engineers benefit from reduced toil and IaC consistency; IT/cloud ops teams see lower ticket volumes and safer automation; technology leaders achieve measurable ROI and lower cloud spend; FinOps teams gain actionable savings and multi-cloud simplicity; SREs experience fewer alerts and less manual toil. See details.

Customer Proof & Social Validation

Who are some of Sedai's customers?

Sedai is trusted by Palo Alto Networks, HP, Experian, KnowBe4, Expedia, CapitalOne, GSK, Avis, Belcorp, Campspot, and more. These companies rely on Sedai for safe, autonomous cloud optimization. See all customers.

What do customers say about Sedai?

Customers consistently highlight Sedai's transformative impact, safety, and measurable results. For example, Suresh Sangiah, SVP of Engineering at Palo Alto Networks, said, “Sedai has helped us save millions of dollars by optimizing and managing our own back-end services. [The] autonomous system is transformative.” Read the story.

Sedai Logo

Cut Cloud Costs Without Breaking Prod.

Engineering teams trust Sedai to safely optimize the cloud. Our platform learns what your applications actually need — so you can eliminate waste without risking performance.

Prove It

Your Cloud on Autopilot

Sedai is the only safe way to optimize your cloud. Our platform uses patented reinforcement learning to reduce costs, improve performance, & prevent outages. In real time. All the time. You can start in Copilot — approving optimizations with a click. Then switch to Autopilot when you're ready for fully autonomous operations.

Sedai eliminates every source of waste in your cloud. It takes action in gradual steps — using a patented process to validate safety.

Sedai finds the ideal settings for your apps & infrastructure, in real time, based on live data. It lets you deliver the best possible user experience.

Sedai detects & fixes availability issues — before they cause outages. It even predicts how your resource needs will change in the future.

Cost Saving Opportunities dashboard displaying various options
Service Level Objectives - Monitor your resource performance Dashboard UI
Action Summary User Interface

Not to brag, but...

The world’s coolest companies love Sedai. Palo Alto Networks. Avis. Experian. HP. These customers trust our platform to manage their critical infrastructure — because we’ve never caused an issue. Never. You can hire an army of SREs. Or you can turn on Sedai.

Customers Illustration
Suresh Sangiah - SVP of Engineering

$3.5M

Cloud cost reduction

“Sedai has helped us save millions of dollars by optimizing and managing our own back-end services. [The] autonomous system is transformative.”

Suresh Sangiah

SVP of Engineering

What customers say

Sedai Ranks #1 in Key Features for Kubernetes Management!

2026 GigaOm Radar Badge

Supercharge Your Stack

Sedai boosts your entire stack to peak performance.

Sedai rightsizes workloads, tunes scaling, and optimizes nodes & clusters to cut costs while meeting SLOs.

Amazon EKS

Azure AKS

Google GKE

Kubernetes

Amazon ECS

AWS Fargate

Openshift

Rancher

IBM Cloud

Alibaba Container

Digital Ocean

VMWare Tanzu

Oracle

Platform9

Sedai is the Safe Way

(Because we literally patented safety.)

Yes, there are other solutions for cloud optimization. No, they’re not safe. Sedai has eight U.S. patents on the ability to take autonomous action, without ever causing an incident in production. Zero. That’s a promise only we can make.

Safe Autonomy
See why

We Kill Toil

So engineers can bring new products to life.

Today, engineering teams are still stuck doing repetitive tasks, 
like rightsizing resources and firefighting issues. We built Sedai to
eliminate this toil — so we can all focus on building new things.
Because we’re engineers, too.

Become a Cloud Guru.

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How Palo Alto Networks takes control of Its high-stakes cloud

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FAQ about Sedai