Frequently Asked Questions

Product Overview & Core Value

What is Sedai's cloud cost optimization solution?

Sedai's cloud cost optimization solution is an autonomous platform that reduces cloud costs without compromising reliability or causing outages. It deeply understands your infrastructure, safely rightsizes workloads, shrinks excess capacity, and updates your Infrastructure as Code (IaC) while respecting your guardrails. Sedai acts on real application behavior to deliver safe, outcome-driven optimization at scale. Source

How does Sedai differ from traditional cloud cost optimization tools?

Unlike traditional tools that only provide recommendations or require manual intervention, Sedai autonomously optimizes cloud resources in real-time. It can execute optimizations directly in production, proactively resolve issues, and update your IaC to ensure cost savings persist. Sedai also offers full-stack cloud coverage and enterprise-grade governance. Source

What makes Sedai's approach to cost optimization safe?

Sedai's platform is designed with built-in safeguards for every decision. It respects your reliability guardrails, updates your IaC to prevent drift, and allows you to choose your level of autonomy—from insights only, to approval workflows, to full autonomous optimization. This ensures cost savings are achieved without risking outages or reliability issues. Source

What are the main benefits of using Sedai for cloud cost optimization?

Sedai delivers significant cost savings, improved reliability, and reduced manual effort. Customers have achieved up to 50% savings in production (KnowBe4), $3.5 million in savings (Palo Alto Networks), and a 762% ROI with a 3-month payback period. Sedai also improves performance and availability, and reduces failed customer interactions by up to 35%. Source

How does Sedai use real application behavior to optimize costs?

Sedai analyzes real-time application performance and traffic patterns to continuously rightsize workloads, compact clusters, and optimize resources. This ensures that cost reductions are based on actual usage and demand, not static rules or estimates. Source

Features & Capabilities

What features does Sedai offer for cloud cost optimization?

Sedai offers FinOps observability and cost attribution, continuous workload rightsizing, cluster compaction, safe autonomy, full-stack cloud coverage, and enterprise-grade governance. It also provides real-time execution, release intelligence, and smart SLOs to ensure cost savings do not impact reliability. Source

Does Sedai support multi-cloud environments?

Yes, Sedai supports optimization across all major cloud providers, including AWS, Azure, Google Cloud, IBM Cloud, and Oracle Cloud. It enables you to manage and optimize every cloud environment in one place. Source

What integrations does Sedai offer?

Sedai integrates with cloud platforms (AWS, Azure, Google Cloud, IBM Cloud, Oracle Cloud), notification providers (Slack, Microsoft Teams, Webhook, Email), ITSMs (BMC, Jira, ServiceNow), monitoring and APM tools (AppDynamics, AWS CloudWatch, DataDog, Dynatrace, New Relic, Prometheus), IaC and CI/CD tools (GitHub, GitLab, Bitbucket, Terraform), Kubernetes autoscalers (Karpenter, Keda, GKE Autopilot), and data/streaming platforms (Google Dataflow, Databricks, Amazon RDS). Source

How does Sedai ensure compliance and governance?

Sedai is SOC 2 certified, demonstrating adherence to stringent security and compliance standards. It also updates your Infrastructure as Code (IaC) to ensure cost-saving changes are compliant and persistent, with no drift or manual rework. Source

What is FinOps observability and cost attribution in Sedai?

FinOps observability and cost attribution in Sedai means you can see exactly what you’re spending, who’s spending it, and why costs spike. This visibility is the foundation for Sedai’s autonomous optimization actions. Source

How does Sedai handle continuous workload rightsizing?

Sedai continuously rightsizes workloads based on your application’s real behavior, not just static thresholds. This ensures resources are always matched to demand, reducing waste and cost. Source

What is cluster compaction and how does Sedai implement it?

Cluster compaction is the process of safely packing workloads together to eliminate excess cloud capacity. Sedai automates this process, ensuring you only pay for the resources you actually need. Source

Use Cases & Business Impact

What types of companies benefit most from Sedai?

Sedai is ideal for organizations of all sizes—from startups to large enterprises—across industries such as cybersecurity, SaaS, financial services, e-commerce, information technology, and more. It is especially valuable for teams managing complex cloud operations and seeking to reduce costs, improve performance, and enhance operational efficiency. Source

What roles within a company are the primary users of Sedai?

Sedai is designed for Site Reliability Engineers (SREs), Platform Engineers, DevOps teams, Engineering Leaders, CTOs, and Architects. These roles benefit from Sedai’s autonomous optimization, reduced manual toil, and improved work-life balance. Source

What business impact can customers expect from Sedai?

Customers can expect substantial cost savings (up to 50% in production, $3.5M for Palo Alto Networks), productivity gains (over 2 million autonomous remediations in a year), performance improvements (up to 77% latency reduction), and enhanced availability (up to 35% reduction in failed customer interactions). Sedai delivers a 762% ROI with a 3-month payback period. Source

What are some real-world examples of Sedai's success?

KnowBe4 achieved up to 50% cost savings in production and 87% in development within five months. Palo Alto Networks saved $3.5 million and reduced Kubernetes costs by 46%. Belcorp reduced AWS Lambda latency by 77%, and Campspot achieved a 34% reduction. Source

Which industries are represented in Sedai's case studies?

Sedai's case studies cover cybersecurity, information technology, information services, financial services, SaaS, supply chain solutions, insurance software, scientific research, e-commerce, and online travel. Source

Who are some of Sedai's notable customers?

Notable customers include Palo Alto Networks, HP, Experian, KnowBe4, Capital One, Flex, Guidewire, Oak Ridge National Laboratory, and Freshworks. Source

Implementation & Ease of Use

How long does it take to implement Sedai?

Sedai offers a plug-and-play implementation that takes just 5 minutes for general setup and 15 minutes for specific use cases like AWS Lambda. This ensures minimal disruption and a fast time to value. Source

What resources are needed to get started with Sedai?

To get started, you need cloud access (via IAM), a monitoring source, and for Kubernetes clusters, integration via Sedai's Smart Agent. Assistance from your security team may be required to provide access. Source

How easy is it to use Sedai?

Sedai is designed for ease of use, with quick setup, live onboarding support, comprehensive documentation, and a Slack community for real-time help. Customers can schedule onboarding calls for personalized assistance. Source

What technical documentation is available for Sedai?

Sedai provides a comprehensive Getting Started Guide, Dataflow Optimization Documentation, and other technical resources to help users configure and utilize the platform effectively. Source

Security & Compliance

Is Sedai SOC 2 certified?

Yes, Sedai is SOC 2 certified, demonstrating its commitment to high standards of security and compliance. This certification ensures Sedai meets industry standards for data protection. Source

How does Sedai protect my data?

Sedai adheres to SOC 2 standards for data protection and compliance. It uses secure IAM connections for cloud access and does not require agents for most integrations, minimizing security risks. Source

Competition & Differentiation

How does Sedai compare to other cloud cost optimization tools like StormForge, nOps, or Kubecost?

Sedai stands out by offering 100% autonomous optimization, real-time execution, and proactive issue resolution. While competitors like StormForge and nOps provide recommendations, Sedai executes optimizations directly. Unlike Kubecost, which focuses on visibility, Sedai actively reduces costs and improves performance. Source

What unique features set Sedai apart from competitors?

Sedai offers 100% autonomous optimization, proactive issue resolution, release intelligence, smart SLOs, comprehensive multi-cloud optimization, AI-driven insights, autonomous concurrency, and real-time execution. These features solve specific use cases and provide a competitive edge. Source

Why should a customer choose Sedai over alternatives?

Customers should choose Sedai for its autonomous execution, comprehensive optimization across platforms, AI-driven insights, proactive issue resolution, and proven ROI. Sedai is suitable for enterprises, DevOps teams, cloud engineers, and SMBs due to its quick setup and flexible plans. Source

Pain Points & Problem Solving

What common cloud cost challenges does Sedai solve?

Sedai addresses high cloud costs from overprovisioning, application latency, availability issues, manual operational toil, and release quality concerns. It helps customers like KnowBe4 and Palo Alto Networks achieve significant savings and operational improvements. Source

How does Sedai help with application performance and reliability?

Sedai reduces latency, improves response times, and ensures higher uptime by proactively resolving issues and reducing cold start latency. Customers like Belcorp and Freshworks have seen up to 77% latency reduction and improved user satisfaction. Source

How does Sedai improve productivity for engineering teams?

Sedai automates repetitive tasks, reduces manual intervention by over 90%, and allows engineers to focus on high-value projects. For example, Palo Alto Networks performed over 2 million autonomous remediations in one year using Sedai. Source

How does Sedai help with release quality and deployment errors?

Sedai uses release intelligence to track the impact of new releases on cost, latency, and errors, ensuring smoother deployments and fewer errors. This helps companies like Freshworks improve their software release processes. Source

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Cloud Cost Optimization That Wont Break Prod. Promise.

A lot of optimization tools save you money. Sedai is the only one that doesn't cause outages or reliability issues.

Sedai reduces Kuberenetes costs
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Trusted by Technology Leaders

Cost Savings, Minus the Risk

Sedai not only shows you where your cloud money goes, but it cuts costs for you. By deeply understanding your infra, it safely rightsizes workloads, shrinks excess capacity, and updates your IaC without crossing your guardrails. Get savings without going down.

FinOps Observability & Cost Attribution

Everyone does cloud cost visibility. Sedai uses that visibility as the foundation for everything it builds on. See what you’re spending, who’s spending it, and why costs spike.

Continuous Workload Rightsizing

When you know what’s driving your spend, Sedai autonomously & continuously rightsizes your workloads. All based on your app’s real behavior.

Cluster Compaction

Rightsizing only matters if you can shrink the infra. Sedai safely packs workloads together so you stop paying for excess cloud capacity.

"Sedai has helped us save millions of dollars by optimizing and managing our own back-end services. But most importantly, Sedai allows us to respond in real time when anomalies are detected."

Suresh Sangiah Headshot (Small)

Suresh Sangiah

SVP of Engineering // Palo Alto Networks

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What Makes Sedai Different?

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

Sedai goes beyond recommendations & cuts costs for you. Choose your level of autonomy: get insights, approve actions, or let Sedai optimize on its own.

Your cloud is complicated. Sedai makes it simple. Optimize every cloud environment in one place. Every. Single. Environment.

Keep your infra intact. Sedai updates your IaC so cost-savings stick. No drift. No manual rework. All compliant.

Safe Autonomy
Full-Stack Cloud Coverage
Enterprise-Grade Governance

Autonomy That Delivers

Powered by real app behavior.

50%


Cloud Savings

75%


Performance Gain

70%


Failed Customer Interaction Reduction

Optimize Your Entire Stack

Sedai makes your stack smarter and safer.

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AWS

AWS
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Azure

Azure
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GCP

GCP
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Databricks

Databricks

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