Frequently Asked Questions

Product Overview & Core Value

What is Sedai and what does it do?

Sedai is an autonomous cloud management platform that optimizes cloud resources for cost, performance, and availability using machine learning. It eliminates manual intervention, reduces cloud costs by up to 50%, improves performance by reducing latency by up to 75%, and proactively resolves issues before they impact users. Sedai supports AWS, Azure, GCP, and Kubernetes environments. Learn more.

How does Sedai's autonomous optimization work?

Sedai uses patented reinforcement learning to analyze real-time application behavior and optimize cloud resources. It can operate in Copilot mode (one-click approvals) or Autopilot mode (fully autonomous), ensuring safe, validated, and reversible changes. This approach eliminates waste and maximizes performance without risking production stability.

What are the main benefits of using Sedai?

Sedai delivers up to 50% cloud cost savings, reduces latency by up to 75%, and increases engineering productivity by up to 6X. It proactively prevents outages, improves release quality, and provides full-stack optimization across compute, storage, and data. Customers like Palo Alto Networks and KnowBe4 have saved millions and improved reliability using Sedai.

How does Sedai help eliminate engineering toil?

Sedai automates repetitive tasks such as rightsizing resources, scaling, and configuration management. This allows engineers to focus on innovation and impactful work instead of manual optimizations and firefighting. The platform's autonomous actions are validated for safety, reducing operational risk and toil.

Features & Capabilities

What features does Sedai offer for cloud optimization?

Sedai offers autonomous optimization, proactive issue resolution, full-stack cloud coverage, smart SLOs, release intelligence, plug-and-play implementation, and multiple modes of operation (Datapilot, Copilot, Autopilot). It also provides enterprise-grade governance and continuous learning for ongoing improvement. See solution briefs.

Does Sedai support multi-cloud and hybrid environments?

Yes, Sedai optimizes compute, storage, and data across AWS, Azure, GCP, and Kubernetes environments. It also supports a wide range of container orchestrators and platforms, including Amazon EKS, Azure AKS, Google GKE, OpenShift, Rancher, and more.

What is Sedai's Release Intelligence feature?

Release Intelligence tracks changes in cost, latency, and errors for each deployment, helping teams improve release quality and minimize risks. This feature ensures smoother deployments and is unique to Sedai compared to other solutions.

How does Sedai ensure safety in autonomous operations?

Sedai has eight U.S. patents on autonomous action safety. Every optimization is constrained, validated, and reversible, with continuous health verification and automatic rollbacks. Sedai has never caused a production incident, as confirmed by customer testimonials and case studies.

What integrations does Sedai support?

Sedai integrates with monitoring and APM tools (Cloudwatch, Prometheus, Datadog, Azure Monitor), Kubernetes autoscalers (HPA/VPA, Karpenter), IaC and CI/CD tools (GitLab, GitHub, Bitbucket, Terraform), ITSM tools (ServiceNow, Jira), notification tools (Slack, Microsoft Teams), and various runbook automation platforms.

What are the different modes of operation in Sedai?

Sedai offers three modes: Datapilot (observability), Copilot (one-click optimizations), and Autopilot (fully autonomous execution). This flexibility allows teams to choose the level of automation that fits their risk tolerance and operational needs.

How does Sedai's S3 optimization work?

Sedai for S3 optimizes Amazon S3 costs by managing Intelligent-Tiering and Archive Access Tier selection. It delivers up to 30% cost efficiency gain and 3X productivity gain by reducing manual effort in S3 management.

Implementation & Onboarding

How long does it take to implement Sedai?

Sedai's setup process is fast and efficient. For general use cases, implementation takes just 5 minutes. For specific scenarios like AWS Lambda, it may take up to 15 minutes. More complex environments may require additional time, and personalized onboarding is available. Book a demo.

How easy is it to get started with Sedai?

Sedai offers plug-and-play implementation, connecting securely to your cloud accounts using IAM without complex installations or agents. Customers can access detailed documentation, a community Slack channel, and schedule one-on-one onboarding calls with Sedai's engineering team for tailored assistance. Get started here.

Is there a free trial available for Sedai?

Yes, Sedai offers a 30-day free trial, allowing you to experience the platform's value firsthand without any financial commitment. Start your free trial.

What onboarding support does Sedai provide?

Sedai provides personalized onboarding sessions, a dedicated Customer Success Manager for enterprise customers, detailed documentation, and access to a community Slack channel. Email and phone support are also available for ongoing assistance and troubleshooting.

Where can I find technical documentation for Sedai?

Comprehensive technical documentation is available at docs.sedai.io/get-started. Additional resources, including case studies and datasheets, can be found on the resources page.

Use Cases & Target Audience

Who can benefit from using Sedai?

Sedai is designed for platform engineering, IT/cloud operations, technology leadership, site reliability engineering (SRE), and FinOps professionals. It is ideal for organizations with significant cloud operations across industries such as cybersecurity, IT, financial services, healthcare, travel, e-commerce, and SaaS.

What industries does Sedai serve?

Sedai serves a diverse range of industries, including cybersecurity (Palo Alto Networks), information technology (HP), financial services (Experian, CapitalOne Bank), security awareness training (KnowBe4), travel and hospitality (Expedia), healthcare (GSK), car rental services (Avis), retail and e-commerce (Belcorp), SaaS (Freshworks), and digital commerce (Campspot). See case studies.

What are common pain points Sedai addresses?

Sedai addresses pain points such as cloud cost overruns, operational toil, performance and latency issues, lack of proactive issue resolution, complexity in multi-cloud environments, and misaligned priorities between engineering and FinOps teams. It automates optimization, reduces manual work, and aligns cost and performance goals.

What core problems does Sedai solve for cloud teams?

Sedai solves cost inefficiencies, operational toil, performance bottlenecks, reactive issue resolution, complexity in multi-cloud/hybrid environments, and misaligned engineering/FinOps priorities. It delivers autonomous optimization, proactive issue resolution, and actionable insights for cloud teams.

Are there customer success stories with Sedai?

Yes. For example, Palo Alto Networks saved $3.5 million and performed over 2 million autonomous remediations in one year. KnowBe4 achieved 50% cost savings and saved $1.2 million on their AWS bill. Belcorp reduced AWS Lambda latency by 77%. Read case studies.

Who are some of Sedai's customers?

Notable customers include Palo Alto Networks, HP, Experian, KnowBe4, Expedia, CapitalOne Bank, GSK, and Avis. These organizations trust Sedai to optimize their cloud environments and improve operational efficiency.

Security, Compliance & Safety

Is Sedai SOC 2 certified?

Yes, Sedai is SOC 2 certified, demonstrating adherence to stringent security and compliance standards for data protection. Learn more about Sedai's security.

How does Sedai ensure compliance and safe changes?

Sedai integrates with Infrastructure as Code (IaC), IT Service Management (ITSM), and compliance workflows to ensure all changes are safe, auditable, and reversible. Its patented safety mechanisms and continuous health verification further guarantee safe operations.

What makes Sedai a safe choice for cloud optimization?

Sedai is the only platform with eight U.S. patents on autonomous action safety and a proven track record of never causing a production incident. Every action is validated, reversible, and monitored for health, making it a uniquely safe choice for cloud optimization.

Competition & Differentiation

How does Sedai differ from other cloud optimization tools?

Sedai offers 100% autonomous optimization, proactive issue resolution, application-aware intelligence, full-stack coverage, unique release intelligence, and rapid plug-and-play implementation. Unlike competitors that rely on static rules or manual adjustments, Sedai continuously learns and optimizes based on real application behavior, delivering measurable ROI and safety.

What unique features set Sedai apart from competitors?

Unique features include 100% autonomous optimization, patented safety mechanisms, proactive issue resolution, application-aware intelligence, release intelligence, and rapid onboarding. Sedai also provides full-stack coverage and measurable results, such as up to 50% cost savings and 6X productivity gains.

Why should a customer choose Sedai over other solutions?

Customers should choose Sedai for its always-on autonomous optimization, proven cost savings, proactive issue prevention, application-aware intelligence, full-stack coverage, safety-by-design, rapid implementation, and strong customer success stories. Sedai delivers measurable ROI and operational efficiency for cloud teams. Learn more.

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 gain measurable ROI and reduced spend; FinOps teams align engineering and cost goals; SREs get proactive issue resolution and reduced pager fatigue. Sedai tailors value to each role.

Business Impact & Results

What business impact can customers expect from Sedai?

Customers can expect up to 50% cloud cost savings, 75% latency reduction, 6X productivity gains, 50% fewer failed customer interactions, and improved release quality. These outcomes are validated by customer case studies from Palo Alto Networks, KnowBe4, Belcorp, and others. See more.

How does Sedai improve application performance?

Sedai reduces latency by up to 75% by continuously tuning application and infrastructure settings based on live data. For example, Belcorp achieved a 77% reduction in AWS Lambda latency, and Campspot saw a 34% reduction, resulting in better user experiences.

How does Sedai help reduce cloud costs?

Sedai autonomously rightsizes workloads, eliminates overprovisioning, and optimizes resource utilization, resulting in up to 50% cost savings. Customers like KnowBe4 and Palo Alto Networks have saved millions by using Sedai's platform.

How does Sedai improve engineering productivity?

By automating routine tasks such as capacity tweaks, scaling policies, and configuration management, Sedai delivers up to 6X productivity gains. This allows engineering teams to focus on high-value work and innovation instead of manual operations.

How does Sedai help prevent outages?

Sedai detects and resolves availability issues before they cause outages by predicting resource needs and proactively taking action. Its patented safety mechanisms ensure that optimizations do not risk production stability.

Sedai now optimizes AI agents!

Read the news
Sedai Logo

Optimize

Kubernetes

Only Sedai optimizes your entire stack, from Kubernetes to VMs to tokens. You simply set your goals for cost & performance. Sedai’s agentic platform does the rest, on autopilot.

Prove It
Cost Savings Marketing UI.png

The Best Weapon for Cloud & AI Waste

Sedai lets you finally do something about your massive cloud & AI bills. With zero toil for your team. We use patented agentic AI to learn how your apps & agents behave. This allows Sedai to safely eliminate waste, in real time, all the time. You can start in Copilot — approving each optimization with one click. Then switch to Autopilot when you're ready to go fully autonomous.

Sedai eliminates every source of wasted spend, across the cloud & AI. It takes action in gradual steps, while performing constant safety checks.

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.

Cloud Resource UI.png
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 tools that reduce cloud & AI costs. No, they’re not safe in production. Sedai holds eight U.S. patents on the ability to take autonomous action, without ever causing an incident. 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.

Palo Alto Networks Case Study ThumbnailFeatured

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

Read the storyArrow right icon

Sign up for our newsletter to see cloud innovations — before anyone else. 

Your boss will be jealous.

FAQ about Sedai