Frequently Asked Questions

Product Information & Core Purpose

What is Sedai and what does it do?

Sedai is an autonomous cloud management platform designed to optimize cloud operations for cost, performance, and availability. It uses machine learning to automatically optimize cloud resources, reduce operational complexity, and eliminate manual intervention. Sedai is patented for making safe, autonomous optimizations in production environments without causing incidents or breaching SLOs.

What is the primary purpose of Sedai's platform?

The primary purpose of Sedai's platform is to eliminate toil for engineers by automating routine cloud management tasks, enabling teams to focus on high-value work. Sedai acts as an intelligent autopilot for cloud operations, ensuring safe, continuous optimization and improved business outcomes.

How does Sedai ensure safe and reliable cloud optimization?

Sedai is the only cloud optimization platform patented to make safe, autonomous optimizations in production. It performs slow, gradual changes with continuous validation checks, SLO alignment, and automatic rollbacks to prevent incidents or SLO breaches. Every optimization is constrained, validated, and reversible, ensuring production stability.

What are the main products and services offered by Sedai?

Sedai offers an autonomous cloud optimization platform, Sedai for S3 (for Amazon S3 cost optimization), Release Intelligence (tracks cost, latency, and errors per deployment), and multiple modes of operation: Datapilot (observability), Copilot (one-click optimizations), and Autopilot (fully autonomous execution). It also provides enterprise-grade governance and proactive issue resolution.

What cloud environments does Sedai support?

Sedai supports AWS, Azure, Google Cloud Platform (GCP), and Kubernetes environments, providing full-stack optimization for compute, storage, and data resources.

How does Sedai's application-aware intelligence work?

Sedai learns each workload’s normal behavior, detects drift, waste, or performance issues, and acts instantly to optimize resources. This application-aware intelligence ensures optimizations are based on real application behavior and outcomes, not just infrastructure metrics.

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 during deployments. This feature is unique to Sedai and is designed to ensure smoother, safer releases.

What are Sedai's modes of operation?

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

How does Sedai integrate with enterprise governance and compliance workflows?

Sedai integrates with Infrastructure as Code (IaC), IT Service Management (ITSM), and compliance workflows to ensure all autonomous actions are governed, auditable, and aligned with enterprise infrastructure and security requirements.

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. It can achieve up to 30% cost efficiency gain and 3X productivity gain by reducing manual effort in S3 management.

Features & Capabilities

What are the key features of Sedai's platform?

Key features include 100% autonomous optimization, proactive issue resolution, application-aware intelligence, full-stack cloud coverage, release intelligence, plug-and-play implementation, enterprise-grade governance, and multiple modes of operation (Datapilot, Copilot, Autopilot).

How does Sedai reduce cloud costs?

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

How does Sedai improve application performance?

Sedai enhances application performance by reducing latency by up to 75%. For instance, Belcorp achieved a 77% reduction in AWS Lambda latency, and Campspot saw a 34% reduction, significantly improving user experience.

What is proactive issue resolution in Sedai?

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

How does Sedai automate routine cloud operations?

Sedai automates routine tasks such as capacity tweaks, scaling policies, and configuration management, delivering up to 6X productivity gains and freeing engineering teams to focus on innovation.

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 platforms (ServiceNow, Jira), notification tools (Slack, Microsoft Teams), and various runbook automation platforms.

How does Sedai handle 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.

Does Sedai support Infrastructure as Code (IaC) workflows?

Yes, Sedai integrates with IaC tools like Terraform and supports workflows that ensure safe, auditable, and governed changes in cloud environments.

How does Sedai continuously improve its optimization models?

Sedai continuously learns from interactions and outcomes, evolving its optimization and decision models over time to deliver better results as it gains more operational data.

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 in organizations with significant cloud operations across industries such as cybersecurity, IT, financial services, healthcare, travel, e-commerce, SaaS, and more.

What business impact can customers expect from Sedai?

Customers can expect up to 50% reduction in cloud costs, up to 75% reduction in latency, up to 6X productivity gains, and up to 50% reduction in failed customer interactions. Real-world examples include Palo Alto Networks saving $3.5 million and KnowBe4 achieving 50% cost savings in production.

What problems does Sedai solve for cloud operations 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.

What are some real-world success stories with Sedai?

Notable success stories include KnowBe4 saving $1.2 million on AWS, Palo Alto Networks saving $3.5 million and reducing Kubernetes costs by 46%, Belcorp reducing AWS Lambda latency by 77%, and Campspot achieving a 34% reduction in Lambda latency. See more at Sedai's resources page.

Which industries are represented in Sedai's case studies?

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

How does Sedai help with cloud cost optimization in Amazon S3?

Sedai for S3 manages Intelligent-Tiering and Archive Access Tier selection for Amazon S3, achieving up to 30% cost efficiency gain and 3X productivity gain by reducing manual management effort.

What productivity gains can engineering teams expect from Sedai?

Engineering teams can experience up to 6X productivity gains by automating routine tasks, reducing manual intervention, and focusing on high-value work. For example, Palo Alto Networks performed over 2 million autonomous remediations in one year using Sedai.

How does Sedai improve release quality?

Sedai's Release Intelligence tracks changes in cost, latency, and errors for each deployment, ensuring smoother releases and minimizing risks. Companies like Freshworks have benefited from improved release quality using this feature.

Implementation & Ease of Use

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 more complex environments, timelines may vary, and a demo can be scheduled to discuss specifics.

How easy is it to get started with Sedai?

Sedai offers plug-and-play implementation, connecting securely to cloud accounts via IAM without complex installations or agents. Customers can schedule onboarding calls, access detailed documentation, and join a community Slack channel for support. A 30-day free trial is available for risk-free evaluation.

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

Customers consistently highlight Sedai's quick setup (5–15 minutes), agentless integration, comprehensive onboarding support, and extensive resources. The 30-day free trial and dedicated Customer Success Manager for enterprise customers are also well-received.

Where can I find technical documentation for Sedai?

Technical documentation is available at docs.sedai.io/get-started. Additional resources, including case studies and datasheets, can be found at sedai.io/resources.

Does Sedai offer a free trial?

Yes, Sedai offers a 30-day free trial so you can experience the platform's value firsthand without any financial commitment. Sign up at Sedai Free Trial.

What support resources are available for Sedai users?

Sedai provides detailed documentation, a community Slack channel, email and phone support, and personalized onboarding sessions. Enterprise customers receive a dedicated Customer Success Manager for tailored assistance.

How does Sedai connect to my cloud environment?

Sedai connects securely to your cloud accounts using Identity and Access Management (IAM), ensuring agentless integration and eliminating the need for complex installations.

Security, Compliance & Trust

What security and compliance certifications does Sedai have?

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

How does Sedai ensure safe automation in production?

Sedai's patented approach ensures every optimization is SLO-aligned, continuously validated, and reversible. It performs gradual, incremental changes with automatic rollbacks and health verification to guarantee safe operations in production environments.

How does Sedai handle compliance and audit requirements?

Sedai integrates with compliance workflows and ITSM tools to ensure all changes are auditable, governed, and aligned with enterprise requirements, supporting audit and regulatory needs.

Competition & Differentiation

How does Sedai differ from other cloud optimization platforms?

Sedai is the only platform patented for safe, autonomous optimizations in production, with continuous validation and SLO protection. Unlike competitors that rely on static rules or manual adjustments, Sedai operates 100% autonomously, proactively resolves issues, and offers application-aware intelligence and full-stack coverage.

What unique features set Sedai apart from competitors?

Unique features include patented safe autonomy, proactive issue resolution, application-aware intelligence, release intelligence, plug-and-play implementation, and comprehensive multi-cloud support. Sedai's approach ensures optimizations are always safe, gradual, and continuously validated.

Why should a customer choose Sedai over other solutions?

Customers should choose Sedai for its always-on, safe autonomous optimization, proven cost savings, proactive issue prevention, application-aware intelligence, full-stack coverage, and rapid, risk-free implementation. Sedai delivers measurable ROI and is trusted by leading companies across industries.

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 achieve actionable savings; SREs experience fewer incidents and less manual intervention.

Customer Proof & Social Trust

Who are some of Sedai's notable customers?

Sedai is trusted by leading organizations including Palo Alto Networks, HP, Experian, KnowBe4, Expedia, CapitalOne Bank, GSK, and Avis. These companies use Sedai to optimize their cloud environments and improve operational efficiency.

Where can I find customer case studies for Sedai?

Customer case studies and success stories are available at sedai.io/resources, featuring detailed examples from companies like KnowBe4, Palo Alto Networks, Belcorp, Campspot, Inflection, and Freshworks.

What results have customers achieved with Sedai?

Customers have achieved up to 50% cost savings, 77% latency reduction, 6X productivity gains, and millions in operational savings. For example, KnowBe4 saved $1.2 million on AWS, and Palo Alto Networks saved $3.5 million and reduced Kubernetes costs by 46%.

How does Sedai build trust with enterprise customers?

Sedai demonstrates trust through SOC 2 certification, proven results with leading enterprises, transparent case studies, and a commitment to safe, auditable, and compliant operations. Customers receive dedicated support and can review detailed documentation and resources.

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Your Cloud Is Outpacing Ops. Sedai Keeps Up.

The cloud moves faster than Cloud Operations can. And your spend shows it. Sedai keeps pace for you with safe & autonomous optimization. Cut spend. Get time back.

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Background

Sedai Is the CloudOps Solution Built for Change

Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision.

Sedai’s deep app understanding learns each workload’s normal behavior, so it can detect & fix drift, waste, or performance issues instantly.

Trust every autonomous action with Sedai’s continuous safety checks. Optimizations are SLO-aligned & reversible. Prod stays stable without CloudOps watching.

Get the right oversight for every environment. Sedai integrates with IaC, ITSM, & security workflows. Autonomous actions stay governed & aligned with your infra.

Application-Aware Intelligence
Safe Autonomy
Enterprise-Grade Governance

Autonomy That Delivers

Powered by real app behavior.

50%


Cloud Savings

75%


Performance Gain

70%


Failed Customer Interaction Reduction

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