Frequently Asked Questions

Product Information & Azure Optimization

What is Sedai's Azure Optimization Platform?

Sedai's Azure Optimization Platform is a patented, autonomous cloud management solution that safely optimizes Azure environments—including AKS and VMs—by making gradual, SLO-aware, reversible changes. It reduces costs, prevents outages, and maintains performance without manual intervention. Source

How does Sedai ensure production safety during Azure optimization?

Sedai is the only cloud optimization platform patented for safe, autonomous optimizations in production. It makes incremental changes with continuous validation checks, never causing incidents or breaching SLOs. Unlike risky optimizers, Sedai avoids all-at-once changes and prioritizes reliability. Source

Which Azure technologies does Sedai support?

Sedai supports Azure AKS (Kubernetes Service), Azure VMs, and provides optimization for compute, storage, and data workloads. Source

How does Sedai optimize Azure workloads?

Sedai automatically rightsizes AKS workloads and Azure VMs as demand shifts, keeping capacity aligned and preventing bottlenecks before they surface. It learns real workload behavior and makes incremental, SLO-aware changes. Source

What is application-aware intelligence in Sedai?

Sedai's application-aware intelligence means it understands application behavior, not just CPU or memory metrics. This enables smarter, outcome-driven optimizations tailored to your business needs. Source

How does Sedai define and optimize for outcomes?

Sedai lets you define what success means based on your Service Level Objectives (SLOs). It then optimizes Azure resources to meet those outcomes, ensuring performance and reliability. Source

What is Sedai's approach to safe autonomy?

Sedai makes gradual, incremental changes with continuous safety checks, avoiding large, risky changes that could cause outages. This patented approach ensures production safety and reliability. Source

Does Sedai offer full-stack cloud coverage for Azure?

Yes, Sedai provides full-stack optimization for compute, storage, data, and AI workloads in Azure environments, all within a single platform. Source

How does Sedai integrate with enterprise governance workflows?

Sedai integrates with Infrastructure as Code (IaC), IT Service Management (ITSM), and security workflows, ensuring every change to production is tracked, governed, and compliant. Source

What are the measurable benefits of using Sedai for Azure?

Sedai delivers up to 50% cloud savings, 75% performance gain, and 70% reduction in failed customer interactions for Azure environments. Source

How does Sedai learn and adapt to workload behavior?

Sedai continuously learns from real workload behavior, making incremental optimizations that reduce waste and maintain performance without manual tuning. Source

Can Sedai optimize both compute and storage in Azure?

Yes, Sedai optimizes compute and storage resources in Azure, including AKS workloads and VMs, to ensure efficient capacity and prevent bottlenecks. Source

How does Sedai prevent outages in Azure production environments?

Sedai prevents outages by making gradual, validated changes and continuously checking for safety, ensuring that optimizations never cause incidents or breach SLOs. Source

Is Sedai suitable for AI workloads on Azure?

Yes, Sedai's full-stack optimization platform supports compute, storage, data, and AI workloads in Azure, ensuring efficient and reliable operations. Source

How does Sedai track and govern changes in Azure?

Sedai integrates with enterprise-grade governance workflows, tracking every change to production for compliance and auditability. Source

What makes Sedai different from other Azure optimization tools?

Sedai is patented for safe, autonomous optimization in production. It makes gradual, validated changes, never causing incidents or breaching SLOs. Unlike other tools, Sedai learns real workload behavior and integrates with enterprise governance workflows. Source

Can Sedai help reduce Azure cloud costs?

Yes, Sedai delivers up to 50% cloud savings by autonomously optimizing Azure resources and eliminating waste. Source

How does Sedai improve performance in Azure environments?

Sedai improves performance by reducing latency up to 75% and preventing bottlenecks through continuous, application-aware optimization. Source

Does Sedai require manual tuning for Azure optimization?

No, Sedai eliminates manual tuning by learning real workload behavior and making autonomous, incremental optimizations. Source

Features & Capabilities

What are Sedai's key features for Azure optimization?

Sedai offers autonomous optimization, application-aware intelligence, outcome-driven optimization, safe autonomy, full-stack cloud coverage, and enterprise-grade governance for Azure environments. Source

Does Sedai support integration with Azure monitoring tools?

Yes, Sedai integrates with Azure Monitor and other monitoring tools to provide observability and actionable insights for optimization. Source

What modes of operation does Sedai offer?

Sedai offers Datapilot (observability), Copilot (one-click optimizations), and Autopilot (fully autonomous execution), providing flexibility for different operational needs. Source

How does Sedai automate routine tasks in Azure?

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

Does Sedai support Infrastructure as Code (IaC) integration?

Yes, Sedai integrates with IaC tools like Terraform, GitHub, GitLab, and Bitbucket, ensuring safe and auditable changes in Azure environments. Source

Is Sedai SOC 2 certified?

Yes, Sedai is SOC 2 certified, demonstrating adherence to stringent security and compliance standards. Source

Use Cases & Benefits

Who can benefit from Sedai's Azure optimization platform?

Sedai is ideal for platform engineers, IT/cloud ops, technology leaders, SREs, and FinOps professionals managing Azure environments. It is best suited for organizations seeking safe, autonomous optimization, cost savings, and improved reliability. Source

What business impact can Sedai deliver for Azure users?

Sedai delivers up to 50% cost savings, 75% performance gain, 6X productivity improvement, and 70% reduction in failed customer interactions for Azure users. Source

Are there any customer success stories for Sedai on Azure?

Yes, Sedai has delivered measurable results for customers across industries, including Palo Alto Networks, KnowBe4, and Belcorp, with significant cost savings and performance improvements. Source

What industries use Sedai for Azure optimization?

Sedai is used by companies in cybersecurity, IT, financial services, healthcare, travel, retail, SaaS, and digital commerce for Azure optimization. Source

Technical Requirements & Implementation

How long does it take to implement Sedai for Azure?

Sedai's setup process takes just 5 minutes for general use cases and up to 15 minutes for specific scenarios like Azure AKS or VMs. Source

Is Sedai agentless for Azure integration?

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

Does Sedai provide technical documentation for Azure optimization?

Yes, Sedai offers detailed technical documentation for Azure optimization, available at docs.sedai.io/get-started. Source

What onboarding support does Sedai offer for Azure users?

Sedai provides personalized onboarding sessions, a dedicated Customer Success Manager for enterprise customers, and extensive resources including documentation, Slack channel, and email/phone support. Source

Is there a free trial for Sedai's Azure optimization platform?

Yes, Sedai offers a 30-day free trial, allowing Azure users to experience the platform's value firsthand without financial commitment. Source

Competition & Comparison

How does Sedai compare to other Azure optimization solutions?

Sedai is unique in its patented safety-first approach, making gradual, validated changes in production. It offers autonomous optimization, application-aware intelligence, and enterprise-grade governance, setting it apart from tools that rely on manual or risky all-at-once changes. Source

What competitive advantages does Sedai offer for Azure optimization?

Sedai's competitive advantages include patented safe autonomy, application-aware intelligence, outcome-driven optimization, full-stack coverage, and integration with enterprise governance workflows. Source

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Sedai Makes Azure Optimization Production Safe

Azure is powerful, but one wrong VM or AKS change can break prod. Sedai prevents that with safe, autonomous optimization that cuts cost & keeps Azure reliable.

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Supported Technology for Azure

Sedai automatically rightsizes AKS workloads & Azure VMs as demand shifts. Keep capacity aligned and prevent bottlenecks before they surface.

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Azure AKS

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Azure VMs

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Azure Runs Better on Sedai

Sedai optimizes Azure by learning real workload behavior and making incremental, SLO-aware, reversible changes. You get continuous optimization that reduces waste and maintains performance. All without manual tuning.

Sedai understands application behavior, not just CPU or memory metrics.

Sedai lets you define what success means to you, based on your SLOs.

Sedai makes gradual changes with continuous safety checks — rather than large, risky changes that can cause outages.

Sedai is one optimization platform for compute, storage, data, & AI workloads.

Our platform integrates with IaC, ITSM, & security workflows — so every change to prod is tracked, governed, & compliant.

Application-Aware Intelligence
Outcome-Driven Optimization
Safe Autonomy
Full-Stack Cloud Coverage
Enterprise-Grade Governance

This Is What Intelligent Optimization Looks Like

Powered by real app behavior.

50%


Cloud Savings

75%


Performance Gain

70%


Failed Customer Interaction Reduction

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