Frequently Asked Questions

Product Information & Technology

What is Sedai's Application Performance solution?

Sedai's Application Performance solution is an autonomous cloud management platform that not only visualizes application performance but also fixes issues in real time. It leverages signals from your existing monitoring tools to tune infrastructure autonomously, ensuring safe, SLO-validated optimizations without manual intervention. Source

How does Sedai differ from traditional Application Performance Monitoring (APM) tools?

Unlike traditional APMs that only visualize performance, Sedai acts on insights to autonomously tune infrastructure and resolve issues. It uses machine learning to continuously optimize based on real application behavior, with patented safety mechanisms that prevent incidents and SLO breaches. Source

What makes Sedai's technology safe for production environments?

Sedai is patented for safe, autonomous optimizations in production. It uses SLO-validated actions, gradual rollouts, and instant rollback mechanisms to ensure that every change is continuously validated and reversible, preventing incidents and maintaining stability. Source

How does Sedai use application-aware intelligence?

Sedai goes beyond dashboards by understanding real application behavior, traffic patterns, and dependencies. This enables it to adapt optimizations as your app evolves, ensuring performance improvements are always aligned with business outcomes. Source

What is SLO-based optimization and how does Sedai implement it?

Sedai improves performance within user-defined Service Level Objectives (SLOs). It works within guardrails to keep your app fast and stable, validating every action against SLOs to ensure safe, outcome-driven optimization. Source

How does Sedai continuously tune application performance?

Sedai continuously tunes and rightsizes infrastructure in real time, not just once. This ensures users never experience slowdowns, and performance remains optimal as workloads change. Source

What is Sedai's approach to anomaly detection and prediction?

Sedai uses real-time anomaly detection and machine learning predictions to prevent incidents before they occur. When risks are predicted, Sedai responds autonomously to mitigate them, reducing downtime and failed customer interactions. Source

How does Sedai keep infrastructure configurations in sync?

Sedai updates Infrastructure as Code (IaC) directly, ensuring performance stays consistent and tied to your goals. This prevents configuration drift and maintains one source of truth for your cloud environment. Source

What are Sedai's modes of operation?

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

How does Sedai ensure safe autonomy in cloud optimization?

Sedai's safety-first approach includes SLO-validated actions, gradual rollouts, and instant rollback. Every optimization is constrained, validated, and reversible, guaranteeing safe operations in production environments. Source

Features & Capabilities

What are the key features of Sedai's Application Performance solution?

Key features include SLO-based optimization, continuous performance tuning, real-time anomaly detection and prediction, application-aware intelligence, enterprise-grade governance, and safe autonomy. Source

Does Sedai integrate with cloud provider monitoring tools?

Yes, Sedai integrates with AWS CloudWatch, Azure Monitor, and Google Cloud Monitoring, enabling seamless use of existing signals for autonomous optimization. Source

Can Sedai optimize across the entire application stack?

Yes, Sedai optimizes compute, storage, and data across AWS, Azure, GCP, and Kubernetes environments, making your stack smarter and safer. Source

What governance features does Sedai provide?

Sedai offers enterprise-grade governance by integrating with Infrastructure as Code (IaC), IT Service Management (ITSM), and compliance workflows, ensuring safe and auditable changes. Source

How does Sedai prevent configuration drift?

Sedai keeps infrastructure in sync by updating IaC directly, preventing drift and ensuring consistent performance tied to your goals. Source

What integrations does Sedai support?

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

Performance & Business Impact

What performance improvements can Sedai deliver?

Sedai delivers up to 75% reduction in latency, up to 50% reduction in failed customer interactions, and up to 50% cloud cost savings. For example, KnowBe4 reduced average response time from 18.5 seconds to 80 milliseconds (99.5% reduction). Source

How does Sedai impact cloud costs?

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

What productivity gains can Sedai provide?

Sedai automates routine tasks, delivering up to 6X productivity gains. For example, Palo Alto Networks performed over 2 million autonomous remediations in one year, freeing engineering teams to focus on high-value work. Source

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. Source

What business outcomes can customers expect from Sedai?

Customers can expect significant cost savings, performance improvements, operational efficiency, reduced failed customer interactions, enhanced reliability, and improved release quality. Source

Use Cases & Target Audience

Who can benefit from Sedai's Application Performance solution?

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

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

What are common pain points Sedai addresses?

Sedai addresses fragmentation, operational toil, risk vs. speed, autoscaler limits, visibility-action gaps, ticket volume, change risk, config drift, hybrid complexity, capacity/cost surprises, outcome gaps, cloud spend pressure, tool sprawl, talent bandwidth, release risk, pager fatigue, brittle automation, and misaligned priorities between teams. Source

What core problems does Sedai solve?

Sedai solves 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. 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, detailed documentation, community Slack channel, email/phone support, and a 30-day free trial. Source

What technical documentation is available for Sedai?

Sedai provides detailed technical documentation, case studies, datasheets, and strategic guides. Access documentation at docs.sedai.io/get-started and resources at sedai.io/resources.

What support options are available for Sedai customers?

Support options include personalized onboarding, a dedicated Customer Success Manager for enterprise customers, community Slack channel, email/phone support, and extensive documentation. Source

Security & Compliance

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. Source

Competition & Differentiation

How does Sedai compare to other cloud optimization platforms?

Sedai is the only platform patented for safe, autonomous optimizations in production. It offers gradual, SLO-validated changes, application-aware intelligence, full-stack coverage, proactive issue resolution, and plug-and-play implementation, setting it apart from competitors that rely on static rules or manual adjustments. Source

What unique features differentiate Sedai from competitors?

Unique features include 100% autonomous optimization, proactive issue resolution, application-aware intelligence, full-stack cloud coverage, release intelligence, and rapid, plug-and-play implementation. Source

Are there advantages for different user segments?

Yes. Platform engineers benefit from reduced toil and IaC consistency; IT/cloud ops teams see lower ticket volumes and safer automation; technology leaders achieve measurable ROI and reduced spend; FinOps teams gain actionable savings; SREs enjoy proactive issue resolution and reduced pager fatigue. Source

Customer Proof & Success Stories

Can you share specific customer success stories?

KnowBe4 achieved 50% cost savings and reduced response time by 99.5%. Palo Alto Networks saved $3.5 million and performed over 2 million autonomous remediations. Belcorp reduced AWS Lambda latency by 77%. Source, Source

Who are some of Sedai's customers?

Notable customers include Palo Alto Networks, HP, Experian, KnowBe4, Expedia, CapitalOne Bank, GSK, and Avis. These companies trust Sedai to optimize their cloud environments and improve operational efficiency. 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, extensive documentation, and risk-free 30-day trial as key factors in its ease of use. Source

Sedai Logo

Sedai Doesn’t Just Visualize App Performance. It Fixes It.

Sedai isn’t another APM. It uses the signals you already monitor to tune your infra autonomously. Know what broke, why it broke, & let Sedai fix it. Safely.

Autonomous Action UI
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Trusted by Engineering Leaders

Because Seeing Performance Isn’t Enough

Sedai turns your APM insights into real performance improvement. It tunes your infra continuously & keeps configs in sync based on its deep understanding of your app. Changes are always SLO-safe so your app stays fast & stable.

SLO-Based Optimization

Sedai improves performance without risking it. Define your goals and let Sedai work within your guardrails to keep your app performing.

Continuous Performance Tuning

Sedai doesn’t optimize once. It continuously tunes & rightsizes in real time, so your users don’t feel a slowdown.

Anomaly Detection & Prediction

Stop reacting to incidents. Sedai prevents them with real-time anomaly detection & ML predictions. When it predicts risks, Sedai responds autonomously.

"We took an average response time of 18.5 seconds to 80 milliseconds or so. It was a 99.5% duration reduction."

Matt Duren Hi-Res

Matthew Duren

Sr. Director of Software Engineering // KnowBe4

What Makes Sedai Different?

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

Go beyond dashboards. Sedai understands how your app actually behaves, so it knows why performance changes and adapts as your app evolves.

Keep your infra in sync. Sedai updates your IaC directly so performance stays consistent and tied to your goals. No more drift. One source of truth.

Performance is only as good as its safety. SLO-validated actions, gradual rollouts, & instant rollback keep production stable.

Application-Aware Intelligence
Enterprise-Grade Governance
Safe Autonomy

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 CloudWatch

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Azure Monitor

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Google Cloud Monitoring

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