Frequently Asked Questions

Product Overview & Safety

What is Sedai and how does it help Site Reliability Engineers (SREs)?

Sedai is an autonomous cloud management platform designed to prevent incidents before they occur. For SREs, Sedai detects regressions early and fixes them before they become outages, ensuring reliability and keeping infrastructure intact. It eliminates manual toil by automating routine tasks and proactively resolving issues, allowing SREs to focus on impactful work.

How does Sedai ensure safe, autonomous optimization in production environments?

Sedai is the only cloud optimization platform patented to make safe, autonomous optimizations in production without causing incidents or breaching SLOs. Unlike risky optimizers that make all-at-once changes, Sedai makes gradual, incremental optimizations with continuous validation checks. Every action is tested against your SLOs and can be rolled back immediately if reliability is at risk.

What makes Sedai different from traditional monitoring tools?

Traditional monitoring tools provide visibility but cannot prevent incidents. Sedai goes beyond visibility by autonomously detecting and fixing regressions before they become outages, ensuring reliability and reducing manual intervention for SREs.

How does Sedai's safety-by-design approach work?

Sedai's safety-by-design approach means every optimization is constrained, validated, and reversible. The platform enforces your SLOs, policies, and guardrails, ensuring all autonomous actions are governed and aligned with Infrastructure as Code (IaC) standards.

What is application-aware intelligence in Sedai?

Application-aware intelligence means Sedai deeply understands your application's behavior, traffic patterns, and dependencies. This allows Sedai to stop regressions before they turn into incidents and optimize for outcomes like cost efficiency and performance, not just infrastructure metrics.

How does Sedai enforce enterprise-grade governance?

Sedai integrates with Infrastructure as Code (IaC), IT Service Management (ITSM), and compliance workflows to ensure all changes are safe, auditable, and aligned with enterprise policies. Every autonomous action is governed, reversible, and IaC-aligned.

What are Sedai's modes of operation?

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

How does Sedai continuously learn and improve?

Sedai continuously learns from interactions and outcomes, improving its optimization and decision models over time to deliver better results and adapt to changing environments.

Features & Capabilities

What are the key features of Sedai for SREs?

Sedai offers autonomous optimization, proactive issue resolution, application-aware intelligence, enterprise-grade governance, release intelligence, and plug-and-play implementation. These features help SREs prevent incidents, optimize cloud costs, and improve performance and reliability.

How does Sedai proactively resolve issues?

Sedai detects and resolves performance and availability issues before they impact users, reducing failed customer interactions by up to 70% and ensuring seamless operations.

What is release intelligence in Sedai?

Release intelligence tracks changes in cost, latency, and errors for each deployment, improving release quality and minimizing risks during deployments. This feature is especially valuable for SREs managing frequent releases.

Does Sedai support multi-cloud and hybrid environments?

Yes, Sedai provides full-stack coverage, optimizing compute, storage, and data across AWS, Azure, GCP, and Kubernetes environments. This makes it suitable for organizations with complex, multi-cloud, or hybrid setups.

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.

How does Sedai optimize cloud costs?

Sedai autonomously rightsizes workloads, eliminates overprovisioning, and optimizes resource utilization, reducing cloud costs by up to 50%. For example, KnowBe4 achieved 50% cost savings in production, and Palo Alto Networks saved $3.5 million through Sedai's optimization.

What productivity gains can SREs expect with Sedai?

SREs can experience up to 6X productivity gains by automating routine tasks like capacity tweaks, scaling policies, and configuration management, freeing up time for high-value work.

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.

Use Cases & Benefits

What problems does Sedai solve for SREs?

Sedai addresses preventable incidents, operational toil, performance bottlenecks, cost inefficiencies, and the complexity of multi-cloud environments. It automates repetitive tasks, proactively resolves issues, and aligns engineering and cost efficiency objectives.

Who can benefit from using Sedai?

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

What business impact can customers expect from Sedai?

Customers can expect up to 50% cloud cost savings, 75% latency reduction, 6X productivity gains, and up to 70% reduction in failed customer interactions. These outcomes are backed by case studies from companies like Palo Alto Networks, KnowBe4, and Belcorp.

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 and hospitality (Expedia), healthcare (GSK), car rental (Avis), retail/e-commerce (Belcorp), SaaS (Freshworks), and digital commerce (Campspot).

Can you share some customer success stories with Sedai?

Yes. KnowBe4 achieved 50% cost savings and saved $1.2 million on AWS. Palo Alto Networks saved $3.5 million and reduced Kubernetes costs by 46%. Belcorp reduced AWS Lambda latency by 77%. See more at Sedai's resources page.

How does Sedai help with release reliability?

Sedai tracks changes in cost, latency, and errors for each deployment, enabling SREs to detect regressions early and fix them before they become outages. This improves release quality and minimizes risks during deployments.

How does Sedai address operational toil for SREs?

Sedai automates repetitive, manual tasks such as capacity tweaks, scaling policies, and configuration management, delivering up to 6X productivity gains and allowing SREs to focus on higher-value work.

Technical Requirements & Implementation

How long does it take to implement Sedai?

Sedai's setup process is quick and efficient: 5 minutes for general use cases and up to 15 minutes for specific scenarios like AWS Lambda. For complex environments, timelines may vary. Personalized onboarding is available.

How easy is it to get started with Sedai?

Getting started is simple: Sedai offers plug-and-play implementation, agentless integration via IAM, detailed documentation, a community Slack channel, and a 30-day free trial. Personalized onboarding sessions are available for enterprise customers.

What technical documentation is available for Sedai?

Sedai provides detailed technical documentation covering features, setup, and usage. Access it at docs.sedai.io/get-started. Additional resources include case studies, datasheets, and guides at sedai.io/resources.

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

Customers praise Sedai's quick setup (5–15 minutes), agentless integration, personalized onboarding, and extensive support resources. The 30-day free trial and dedicated Customer Success Manager for enterprise users are also highly valued.

What are the technical requirements to use Sedai?

Sedai connects securely to your cloud accounts using IAM, requiring no complex installations or additional agents. It integrates with your existing monitoring, CI/CD, and ITSM tools for seamless adoption.

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's Security page.

How does Sedai ensure compliance with enterprise policies?

Sedai integrates with compliance workflows and enforces enterprise policies through governance features, ensuring all changes are safe, auditable, and aligned with regulatory requirements.

Competition & Differentiation

How does Sedai compare to other cloud optimization platforms?

Sedai is uniquely patented for safe, autonomous optimization in production, with continuous validation and rollback capabilities. Unlike competitors that rely on static rules or manual adjustments, Sedai operates autonomously, proactively resolves issues, and optimizes based on application behavior, not just infrastructure metrics.

What are Sedai's competitive advantages for SREs?

Sedai offers 100% autonomous optimization, proactive issue resolution, application-aware intelligence, full-stack cloud coverage, release intelligence, and rapid, safe onboarding. These features address SRE-specific pain points like incident prevention, operational toil, and release risk.

How does Sedai's approach to safety differ from other solutions?

Sedai is the only platform patented for safe, autonomous optimizations in production. It makes slow, gradual changes with continuous validation, unlike other solutions that may risk incidents with all-at-once optimizations. Every action is reversible and tested against SLOs.

What unique features does Sedai offer that competitors do not?

Sedai's unique features include patented safe autonomy, application-aware intelligence, release intelligence, and plug-and-play implementation. These enable autonomous, outcome-driven optimization at scale, with built-in safeguards and rapid onboarding.

How does Sedai address SRE-specific pain points compared to other tools?

Sedai addresses SRE pain points such as incident prevention, operational toil, release risk, and SLO drift through autonomous optimization, proactive issue resolution, and application-aware intelligence, while ensuring safety and compliance with enterprise policies.

Sedai Logo

Most Incidents Are Preventable. Sedai Prevents Them.

SREs have visibility, but visibility can’t prevent incidents. Sedai can. It detects regressions early and fixes them before they become outages. You stay reliable. Your infra stays intact.

Autonomous Action UI
Background

Trusted by Technology Leaders

Why Sedai is Built to Adapt

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

Sedai sees failure before you & your tools do. It deeply understands your app’s behavior to stop regressions before they turn into incidents.

Understanding your app means Sedai never makes a blind change. It tests every action against your SLOs, and rolls back immediately if it risks reliability.

Sedai enforces your SLOs, policies, & guardrails. Every autonomous action stays governed, reversible, & IaC-aligned.

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

See Sedai in Action