Frequently Asked Questions

Product Information

What is Sedai and what does it do?

Sedai is an autonomous cloud management platform that uses patented machine learning to optimize cloud resources for cost, performance, and availability. It eliminates manual intervention by learning what your applications actually need, helping you cut cloud costs without risking performance or reliability. [Source]

How does Sedai's autonomous optimization work?

Sedai uses reinforcement learning to analyze live application data and autonomously optimize cloud resources. It can operate in Copilot mode (one-click approvals) or Autopilot mode (fully autonomous), gradually taking safe actions validated by patented processes. [Source]

What types of cloud environments does Sedai support?

Sedai supports AWS, Azure, GCP, and Kubernetes environments, optimizing compute, storage, and data resources across these platforms. [Source]

What is Sedai for S3?

Sedai for S3 is a specialized solution that optimizes Amazon S3 costs by managing Intelligent-Tiering and Archive Access Tier selection, achieving up to 30% cost efficiency gain and 3X productivity gain by reducing manual S3 management effort. [Source]

What is Release Intelligence in Sedai?

Release Intelligence is a feature that tracks changes in cost, latency, and errors for each deployment, helping teams improve release quality and minimize risks during deployments. [Source]

What modes of operation does Sedai offer?

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

How does Sedai ensure safety in cloud optimization?

Sedai has eight U.S. patents on autonomous action safety, ensuring every optimization is constrained, validated, and reversible. The platform has never caused a production incident, and all changes are safe and auditable. [Source]

What technical documentation is available for Sedai?

Sedai provides detailed technical documentation, including setup guides, feature explanations, and troubleshooting resources. Access the documentation at docs.sedai.io/get-started and additional resources at sedai.io/resources.

What security certifications does Sedai have?

Sedai is SOC 2 certified, demonstrating adherence to stringent security and compliance standards for data protection. More details are available on the Sedai Security page.

What integrations does Sedai support?

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

Features & Capabilities

What are the key features of Sedai?

Sedai offers autonomous optimization, proactive issue resolution, full-stack cloud coverage, smart SLOs, release intelligence, plug-and-play implementation, multiple modes of operation, enhanced productivity, and safety-by-design. These features help reduce costs, improve performance, and ensure reliability. [Source]

How does Sedai help reduce cloud costs?

Sedai reduces cloud costs by up to 50% through autonomous optimization, rightsizing workloads, and eliminating waste. For example, Palo Alto Networks saved $3.5 million, and KnowBe4 achieved 50% cost savings in production. [Source]

How does Sedai improve application performance?

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, significantly improving user experience. [Source]

How does Sedai increase availability and reliability?

Sedai detects and resolves performance and availability issues before they impact users, reducing failed customer interactions by up to 50% and ensuring seamless operations. [Source]

What is safety-by-design in Sedai?

Safety-by-design means every optimization by Sedai is constrained, validated, and reversible, with continuous health verification, automatic rollbacks, and incremental changes to ensure safe operations. [Source]

How does Sedai automate routine engineering tasks?

Sedai automates tasks like capacity tweaks, scaling policies, and configuration management, delivering up to 6X productivity gains and freeing engineering teams to focus on innovation. [Source]

What is application-aware intelligence in Sedai?

Application-aware intelligence means Sedai optimizes based on real application behavior, traffic patterns, and dependencies, ensuring cost efficiency and performance improvements aligned with user experience. [Source]

How does Sedai support release quality?

Sedai's Release Intelligence tracks changes in cost, latency, and errors for each deployment, improving release quality and minimizing risks. Companies like Freshworks have benefited from this feature. [Source]

Use Cases & Benefits

Who can benefit from using Sedai?

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

What business impact can customers expect from Sedai?

Customers can expect up to 50% cost savings, 75% latency reduction, 6X productivity gains, and 50% fewer failed customer interactions. For example, Palo Alto Networks saved $3.5 million, and KnowBe4 achieved 50% cost savings. [Source]

What industries use Sedai?

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

What problems does Sedai solve for engineering teams?

Sedai eliminates toil by automating repetitive tasks like rightsizing, scaling, and configuration management, allowing engineers to focus on innovation instead of firefighting and manual optimizations. [Source]

How does Sedai help with multi-cloud and hybrid environments?

Sedai provides full-stack optimization across AWS, Azure, GCP, and Kubernetes, addressing the complexity of managing diverse cloud environments with consistent guardrails and processes. [Source]

How does Sedai align engineering and FinOps priorities?

Sedai aligns engineering and cost efficiency objectives by providing actionable insights and autonomous optimization, helping teams balance performance and cost goals. [Source]

What customer success stories are available for Sedai?

Notable success stories include KnowBe4 (50% cost savings, $1.2M AWS savings), Palo Alto Networks ($3.5M saved, 46% Kubernetes cost reduction), Belcorp (77% latency reduction), and Freshworks (improved release quality). See more at sedai.io/customers.

Who are some of Sedai's customers?

Sedai's customers include Palo Alto Networks, HP, Experian, KnowBe4, Expedia, CapitalOne Bank, GSK, and Avis, among others. These companies trust Sedai to optimize their cloud environments. [Source]

Implementation & Support

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. For complex environments, timelines may vary. [Source]

How easy is it to get started with Sedai?

Sedai offers plug-and-play implementation, agentless integration via IAM, personalized onboarding sessions, a dedicated Customer Success Manager for enterprise customers, and extensive documentation and support resources. [Source]

What onboarding and support resources does Sedai provide?

Sedai provides one-on-one onboarding calls, a dedicated Customer Success Manager for enterprise customers, detailed documentation, a community Slack channel, and email/phone support. [Source]

Is there a free trial available for Sedai?

Yes, Sedai offers a 30-day free trial so you can experience the platform's value firsthand without financial commitment. [Source]

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

Customers highlight Sedai's quick setup (5–15 minutes), agentless integration, personalized onboarding, and extensive support resources as key factors making the platform simple and efficient to use. [Source]

Competition & Comparison

How does Sedai differ from other cloud optimization solutions?

Sedai offers 100% autonomous optimization, proactive issue resolution, application-aware intelligence, full-stack coverage, release intelligence, and rapid plug-and-play setup. Many competitors rely on static rules, manual adjustments, or focus on specific areas, while Sedai provides a holistic, autonomous, and safe solution. [Source]

What unique features set Sedai apart from competitors?

Sedai's unique features include patented autonomous optimization, proactive issue resolution, application-aware intelligence, release intelligence, and a safety-by-design approach with zero production incidents. [Source]

Why choose Sedai over other cloud management platforms?

Sedai provides always-on autonomous optimization, proven cost savings, proactive reliability, application-aware intelligence, full-stack coverage, safety-by-design, rapid setup, and measurable productivity gains, as demonstrated by customer success stories. [Source]

What advantages does Sedai offer for different user segments?

Platform engineers benefit from reduced toil and IaC consistency; IT/cloud ops see lower ticket volumes and safe automation; technology leaders gain measurable ROI and cost reduction; FinOps teams align engineering and cost goals; SREs experience fewer alerts and automated scaling. [Source]

Sedai now optimizes AI agents!

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Autonomous Cloud Optimization

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