Frequently Asked Questions

Product Overview & Core Value

What is Sedai and what does it do?

Sedai is an autonomous cloud management platform that uses patented reinforcement learning to optimize cloud resources for cost, performance, and availability. It eliminates manual toil for engineers by learning what your applications need and taking safe, autonomous actions to reduce waste, improve performance, and prevent outages in real time.

How does Sedai's autonomous optimization work?

Sedai leverages machine learning and patented safety mechanisms to analyze live application data, identify optimization opportunities, and take gradual, validated actions. Users can start in Copilot mode (approve optimizations with a click) and move to Autopilot for fully autonomous operations, ensuring safety and continuous improvement without manual intervention.

What makes Sedai different from other cloud optimization solutions?

Sedai is the only platform with patented autonomous action technology and a proven record of zero production incidents. Unlike competitors that rely on static rules or manual adjustments, Sedai operates 100% autonomously, proactively resolves issues before they impact users, and optimizes based on real application behavior. It also offers full-stack coverage across compute, storage, and data for AWS, Azure, GCP, and Kubernetes environments.

What is the primary purpose of Sedai's platform?

The primary purpose of Sedai is to eliminate repetitive engineering toil and enable teams to focus on innovation by automating cloud optimization, cost management, and reliability improvements through a self-driving cloud approach.

Features & Capabilities

What features does Sedai offer for cloud optimization?

Sedai offers autonomous optimization, proactive issue resolution, release intelligence, full-stack cloud coverage, smart SLOs, plug-and-play implementation, and multiple modes of operation (Datapilot, Copilot, Autopilot). It supports compute, storage, data, and container environments, and integrates with leading cloud and DevOps tools.

How does Sedai improve cloud cost efficiency?

Sedai reduces cloud costs by up to 50% by rightsizing workloads, eliminating overprovisioning, and autonomously optimizing resource utilization based on real-time application needs. Customers like Palo Alto Networks have saved $3.5 million using Sedai.

Can Sedai help improve application performance?

Yes, Sedai enhances application performance by reducing latency by up to 75%. 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 increase cloud availability and reliability?

Sedai detects and resolves availability issues before they cause outages, predicts future resource needs, and reduces failed customer interactions by up to 50% through proactive issue resolution and continuous health verification.

What is Sedai's patented safety mechanism?

Sedai holds eight U.S. patents for its autonomous action technology, which ensures every optimization is constrained, validated, and reversible. This patented process guarantees safe operations and has resulted in zero production incidents for customers.

What modes of operation does Sedai provide?

Sedai offers three modes: Datapilot (observability), Copilot (one-click optimizations), and Autopilot (fully autonomous execution). This allows teams to choose their preferred level of automation and control.

What platforms and environments does Sedai support?

Sedai supports AWS, Azure, GCP, Kubernetes (including EKS, AKS, GKE), Amazon ECS, AWS Fargate, Openshift, Rancher, IBM Cloud, Alibaba Container, Digital Ocean, VMWare Tanzu, Oracle, and Platform9, providing comprehensive optimization for containers, VMs, serverless, storage, and data/streaming workloads.

What integrations does Sedai offer?

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.

Does Sedai support Infrastructure as Code (IaC) and compliance workflows?

Yes, Sedai integrates with IaC tools and ITSM systems to ensure safe, auditable changes and compliance with enterprise governance requirements.

Use Cases & Benefits

Who can benefit from using Sedai?

Sedai is designed for platform engineers, IT/cloud operations teams, technology leaders (CTO, CIO, VP Engineering), site reliability engineers (SREs), and FinOps professionals in organizations with significant cloud operations across industries such as cybersecurity, IT, financial services, healthcare, travel, e-commerce, and SaaS.

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. For example, Palo Alto Networks saved $3.5 million, KnowBe4 achieved 50% cost savings, and Belcorp reduced AWS Lambda latency by 77%.

What problems does Sedai solve for engineering teams?

Sedai addresses cost inefficiencies, operational toil, performance and latency issues, lack of proactive issue resolution, complexity in multi-cloud/hybrid environments, and misaligned priorities between engineering and FinOps teams.

How does Sedai help reduce engineering toil?

Sedai automates repetitive tasks such as rightsizing, scaling, and configuration management, freeing engineers to focus on innovation and reducing manual intervention by up to 6X productivity gains.

What are some real-world success stories with Sedai?

Notable success stories include Palo Alto Networks saving $3.5 million, KnowBe4 achieving 50% cost savings and $1.2 million AWS bill reduction, Belcorp reducing AWS Lambda latency by 77%, and Campspot achieving a 34% latency reduction. See more at Sedai customers.

Which industries use Sedai?

Sedai is used in cybersecurity (Palo Alto Networks), IT (HP), financial services (Experian, CapitalOne Bank), security awareness training (KnowBe4), travel/hospitality (Expedia), healthcare (GSK), car rental (Avis), retail/e-commerce (Belcorp), SaaS (Freshworks), and digital commerce (Campspot).

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

Customers praise Sedai's plug-and-play setup (5–15 minutes), agentless integration, personalized onboarding, and comprehensive support resources, including documentation, a community Slack channel, and a 30-day free trial.

Technical Requirements & Implementation

How long does it take to implement Sedai?

Sedai's setup process takes just 5 minutes for general use cases and up to 15 minutes for specific scenarios like AWS Lambda. More complex environments may vary, and personalized onboarding is available.

Is Sedai agentless?

Yes, Sedai connects securely to your cloud accounts using Identity and Access Management (IAM), eliminating the need for complex installations or additional agents.

What onboarding and support resources are available?

Sedai provides personalized onboarding sessions, a dedicated Customer Success Manager for enterprise customers, detailed documentation, a community Slack channel, and email/phone support. A 30-day free trial is also available.

Where can I find Sedai's technical documentation?

Technical documentation is available at https://docs.sedai.io/get-started, with additional resources, case studies, and guides at https://sedai.io/resources.

Security & Compliance

Is Sedai SOC 2 certified?

Yes, Sedai is SOC 2 certified, demonstrating adherence to stringent security requirements and industry standards for data protection and compliance. Learn more at Sedai Security.

How does Sedai ensure safe cloud optimization?

Sedai's patented safety mechanisms ensure every optimization is constrained, validated, and reversible. The platform has never caused a production incident, providing a unique safety guarantee for autonomous cloud management.

Competition & Comparison

How does Sedai compare to other cloud optimization tools?

Sedai stands out with 100% autonomous optimization, proactive issue resolution, application-aware intelligence, patented safety, and full-stack coverage. Unlike competitors that require manual intervention or operate reactively, Sedai delivers continuous, safe, and measurable improvements across cost, performance, and reliability.

What unique features put Sedai ahead of competitors?

Sedai's unique features include patented autonomous action technology, proactive issue resolution, application-aware intelligence, release intelligence, plug-and-play implementation, and a proven record of zero production incidents. These capabilities provide a holistic, safe, and efficient approach to cloud optimization.

How does Sedai address the needs of different user segments?

Sedai automates routine tasks for platform engineers, reduces ticket volume for IT/cloud ops, delivers measurable ROI for technology leaders, aligns engineering and cost efficiency for FinOps, and proactively resolves issues for SREs, making it valuable for a wide range of cloud management professionals.

Customer Proof & Social Validation

Who are some of Sedai's customers?

Sedai is trusted by leading companies such as Palo Alto Networks, HP, Experian, KnowBe4, Expedia, CapitalOne Bank, GSK, and Avis. These organizations rely on Sedai to manage and optimize their critical cloud infrastructure.

What customer results demonstrate Sedai's value?

Palo Alto Networks saved $3.5 million and performed over 2 million autonomous remediations in one year. KnowBe4 achieved 50% cost savings and $1.2 million AWS bill reduction. Belcorp reduced AWS Lambda latency by 77%. These results are documented in public case studies.

Where can I read more customer stories about Sedai?

You can explore detailed customer stories and case studies at https://sedai.io/customers and https://sedai.io/resources.

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