# Sedai: Solutions Full content of 11 pages from https://sedai.io/solution. Each entry starts with the page title and its source URL. Every full-content file is listed in https://sedai.io/llms.txt. --- # Cloud Cost Optimization Source: https://sedai.io/solution/cloud-cost-optimization Autonomously reduce cloud spend while preserving SLOs. Sedai safely rightsizes workloads, updates IaC with audit receipts, & ties savings to actions. ## 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. ## 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, SVP of Engineering // Palo Alto Networks ## What Makes Sedai Different? Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision. ### Safe Autonomy ### Full-Stack Cloud Coverage ### Enterprise-Grade Governance ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## Optimize Your Entire Stack Sedai makes your stack smarter and safer. ### Cloud Providers ### Kubernetes ## See Sedai in Action ## FAQs ### What is Sedai's cloud cost optimization solution? Sedai is an autonomous platform that reduces cloud costs without compromising reliability, safely right-sizing workloads, compacting clusters, and updating your IaC within your guardrails. It acts on real application behavior rather than static rules. ### How is Sedai different from traditional cost optimization tools? Traditional tools mostly recommend changes or need manual work; Sedai executes optimizations in real time, resolves issues proactively, and updates IaC so savings persist. ### How does Sedai cut costs safely? Every decision respects your reliability guardrails and SLOs, and IaC updates prevent drift. You can adopt autonomy at your own pace, from insights-only to full automation. ### How much can Sedai save on cloud costs? Customers have achieved up to 50% savings (KnowBe4) and $3.5M in savings (Palo Alto Networks), with one deployment reaching 762% ROI and a 3-month payback. ### Does Sedai support multi-cloud cost optimization? Yes. Sedai optimizes across AWS, Azure, Google Cloud, IBM Cloud, and Oracle Cloud, letting you manage every environment in one place. --- # Cloud Operations Source: https://sedai.io/solution/cloud-operations Automatically lower cloud spend. Sedai safely right-sizes workloads, updates IaC, and ties every saving to a verified optimization. ## 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. ## 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. ### Application-Aware Intelligence ### Safe Autonomy ### Enterprise-Grade Governance ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## See Sedai in Action ## FAQs ### What is Sedai's cloud operations solution? Sedai acts as an autonomous cloud engineer working 24/7 to right-size resources and remediate issues in production, shifting teams from static rules and manual thresholds to ML-driven autonomous operations. ### How does Sedai decide what to optimize? Sedai's decision engine applies machine learning to traffic and monitoring data combined with a deep understanding of resource dependencies, continuously analyzing production for risks and optimization opportunities. ### How does Sedai handle issues automatically? Sedai autonomously identifies and executes optimizations and remediations, while sending timely alerts for abnormal issues where human experts are best placed to act. ### How does Sedai keep operations safe? Every action is validated, incrementally applied, and reversible, backed by eight U.S. patents on taking autonomous action without causing a production incident. ### What results can cloud operations teams expect? Teams report up to 50% cost savings, up to 75% performance gains, and up to 6x productivity on optimization and remediation - with customers like Palo Alto Networks and KnowBe4 trusting Sedai in production. --- # FinOps Source: https://sedai.io/solution/finops Sedai aligns cost, performance, and reliability with continuous, SLO-safe optimization that unifies FinOps and engineering for better cost control. ## The Autonomous FinOps Solution Engineering Teams Love Sedai makes FinOps autonomous. Get self-optimizing cost, performance, & availability aligned with your SLOs. Engineering trusts it. FinOps gets real savings. ## Trusted by Technology Leaders ## Why Sedai Is the FinOps Solution Engineering Trusts Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision. ### Safe Autonomy ### Enterprise-Grade Governance ### Outcome-Driven Optimization ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## See Sedai in Action ## FAQs ### What is Sedai's FinOps solution? Sedai makes FinOps autonomous, delivering self-optimizing cost, performance, and availability aligned to your SLOs - engineering trusts it, and FinOps gets real savings. It executes optimizations rather than just recommending them. ### How does Sedai find cost savings? Sedai finds savings through workload and infrastructure rightsizing and purchasing optimization, then stays optimized with predictive autoscaling and release intelligence as traffic and releases change. Customers report 30-50% cost reductions. ### How does Sedai keep FinOps changes auditable? Sedai updates your IaC automatically, so every optimization is tracked, auditable, and drift-free - engineering keeps its source of truth. ### How does Sedai protect performance while cutting cost? Sedai aligns every action with latency, availability, and budget goals, running safety checks and monitoring SLO thresholds continuously as it optimizes. ### How is autonomous FinOps different from traditional FinOps? Traditional FinOps surfaces alerts and recommendations; Sedai continuously and autonomously executes optimizations, so teams spend less time firefighting and more time improving reliability. --- # SRE Source: https://sedai.io/solution/sre Analyzes every release in real time, detects regressions, scores impact on performance & errors, & protects production with safe and instant rollback. ## 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. ## 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. ### Application-Aware Intelligence ### Safe Autonomy ### Enterprise-Grade Governance ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## See Sedai in Action ## FAQs ### How does Sedai help SREs? Sedai detects regressions early and fixes them before they become outages - giving SREs more than visibility, which on its own can't prevent incidents. It handles continuous reliability work autonomously. ### How does Sedai prevent outages? Sedai understands your app's behavior deeply enough to see failure before your tools do, stopping regressions before they turn into incidents. ### Does Sedai make changes safely? Yes. Sedai never makes a blind change - it tests every action against your SLOs and rolls back immediately if reliability is at risk, with all actions governed, reversible, and IaC-aligned. #### How much time can Sedai save SRE teams? SREs can be up to 6x more productive on optimization and remediation as Sedai autonomously handles routine tasks and surfaces alerts only where human expertise is needed. ### Does Sedai replace existing SRE tooling? No. Sedai works alongside your monitoring and observability stack, adding autonomous action on top of the visibility you already have. --- # Platform Engineer Source: https://sedai.io/solution/platform-engineer Reduce cloud complexity & operational risk. Sedai helps platform engineers rightsize workloads, eliminate drift, & safely optimize platforms at scale. ## You Build the Platform. Sedai Manages the Complexity. Manual ops can’t keep up with the cloud. Sedai keeps your platform reliable as configs drift and workloads shift. Safely & autonomously. ## 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. ### Application-Aware Intelligence ### Safe Autonomy ### Enterprise-Grade Governance ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## See Sedai in Action ## FAQs ### How does Sedai help platform engineers? Sedai learns real workload behavior and autonomously optimizes the platform as services scale and dependencies grow, where reactive, rule-based ops would break. It executes changes rather than just recommending them. ### Why do rule-based approaches fall short at scale? Static rules and thresholds can't keep up as workloads shift and dependencies multiply; Sedai adapts continuously to stay reliable no matter how complex the environment. ### How does Sedai keep platform changes consistent? Sedai updates your IaC automatically, so every optimization is tracked, auditable, and drift-free - engineering keeps a single source of truth. ### Does Sedai reduce platform engineering toil? Yes. By autonomously rightsizing and remediating workloads, Sedai removes repetitive tuning and firefighting so platform teams can focus on higher-value work. ### How does Sedai balance cost and reliability for platform teams? Sedai optimizes cost based on app behavior while validating every action against SLOs - FinOps gets savings and engineering keeps reliability. --- # Technology Leadership Source: https://sedai.io/solution/leadership Sedai helps tech leaders reduce cloud costs, improve app performance, and cut toil with app-aware intelligence & safe autonomous optimization. ## Your Cloud Moves Fast. Sedai Keeps Up. Cloud environments shift faster than your teams can react. Sedai’s app intelligence and safe autonomy keep you ahead. Reduce toil, boost performance, & manage costs at an org-wide level. ## Trusted by Technology Leaders ## Why Sedai is Built for the Modern Cloud Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision. ### Application-Aware Intelligence ### Safe Autonomy ### Enterprise-Grade Governance ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## See Sedai in Action ## FAQs ### How does Sedai help technology leaders? Sedai helps leaders reduce cloud costs, improve performance, and cut toil at an org-wide level using application-aware intelligence and safe autonomous optimization. It keeps teams ahead of fast-changing cloud environments. ### How does Sedai understand complex environments? Rather than relying on utilization metrics alone, Sedai understands golden signals, seasonality, and dependencies, so optimizations reflect how applications actually behave. ### How does Sedai give leaders oversight of autonomous actions? Sedai integrates with IaC, ITSM, and security workflows, so every autonomous action stays governed and aligned with your infrastructure and policies. ### What business outcomes can leaders expect? Organizations report 30-50% cloud cost reductions alongside improved performance and reliability - for example, Palo Alto Networks saved $3.5M and KnowBe4 achieved up to 50% savings. ### How does Sedai protect reliability while cutting costs? Each change is validated and incrementally applied, and if it risks stability, Sedai reverses it - so cost and reliability goals are met together. --- # Release Quality Source: https://sedai.io/solution/release-quality Analyzes every release in real time, scores its impact on performance, errors, & cost, and protects production with safe rollout & instant rollback. ## Release Quality Isn’t Obvious. Sedai Makes It Clear. Teams ship fast, but you don’t know the impact. Sedai shows exactly what changes in each release, so you know the “how” & “why” to make better decisions. ## Trusted by Industry Leaders ## Sedai Makes Release Impact Obvious. Sedai links each release to changes in cost, latency, & errors with its deep app knowledge. Immediately see where behavior diverges from your norm. Make release evaluations easier. Get the context to determine the right follow-up actions. ### Automatic Release Detection Sedai picks up every release & config change across your cloud automatically. Get instant clarity on what changed & when. ### Release Intelligence & Trend Analysis Your release impact is no longer a black box. Sedai shows how each release affects cost, latency, & errors. Then track patterns over time so you can spot regressions early. ### App-Aware Optimization When a release causes drift, Sedai uses its app-aware intelligence to detect it and safely fix the issue in production. “As you can imagine, we’ve got a very, very large volume of alerts coming in from our monitoring tools, which is simply impossible for humans to process. This is where AI becomes critical. Sedai [performs] autonomous actions that we wouldn’t be able to handle without it.” — Suresh Sangiah, SVP of Engineering // Palo Alto Networks ## What Makes Sedai Different? Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision. ### Enterprise-Grade Governance ### Safe Autonomy ### Full-Stack Cloud Coverage ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## Optimize Your Entire Stack Sedai makes your stack smarter and safer. ### Cloud Provider Monitoring Tools ### Observability Tools ### ITSM & Incident Management Tools ## See Sedai in Action ## FAQs ### What is Sedai's release quality solution? Sedai autonomously manages release quality by detecting regressions early and fixing them before they become outages. Its Release Intelligence gives real-time insight into how each release behaves in production. ### How does Sedai catch bad releases? Sedai compares each new release against prior ones with release scorecards showing latency, cost, and errors in real production traffic, surfacing regressions as they emerge. ### What does Sedai do when a release causes a regression? Sedai detects the regression early and fixes it before it turns into an incident, testing every action against your SLOs and rolling back immediately if reliability is at risk. ### How does Sedai keep release optimizations safe? Sedai never makes a blind change - it understands your app's behavior, validates against SLOs and guardrails, and keeps actions reversible. ### Which workloads does Sedai's release quality cover? Sedai autonomously manages release quality for AWS Lambda functions and Amazon EKS, so teams can focus on shipping rather than babysitting deployments. --- # Cloud Reliability Improvement Source: https://sedai.io/solution/cloud-reliability Achieve Cloud Reliability Improvement with Sedai’s autonomous platform. Optimize performance, efficiency, and resource usage in real time. ## Let SREs focus on strategy. Sedai does cloud reliability for you. At cloud scale, SRE toil never ends. Sedai takes it on intelligently so your team can focus on resilience & reliability. ## Trusted by Technology Leaders ## Proactive Reliability. Intelligence-Based. Safety First. Sedai keeps your cloud reliable by understanding how it behaves. It enforces your SLOs, predicts demand, and corrects drift early. Reliability stays steady so SREs can focus on building resilient systems. ### SLO Enforcement Sedai works within your SLOs. It checks every action against your latency, availability, & error targets. Your cloud stays reliable with less SRE effort. ### Predictive Scaling Sedai predicts & prevents incidents by scaling ahead of demand. All based on your cloud behavior. ### Anomaly Detection & Auto-Remediation With the cloud’s enormous scale, Sedai detects reliability drift early and fixes it without breaking prod. Your cloud stays on track without pulling in SREs. “The first time we saw Sedai we realized the traditional approach to site reliability was outdated. We have embraced autonomous management as the path to the future. Sedai allows us to innovate faster and cut toil.” — Prakash Muppirala, EVP, Platform Solutions // fabric ## What Makes Sedai Different? Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision. ### Application-Aware Intelligence ### Safe Autonomy ### Full-Stack Cloud Coverage ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## Optimize Your Entire Stack Sedai makes your stack smarter and safer. ### Cloud Provider Monitoring Tools ### Observability Tools ### ITSM & Incident Management Tools ## See Sedai in Action ## FAQs ### What is Sedai's cloud reliability solution? Sedai keeps cloud environments reliable by understanding how they behave - enforcing SLOs, predicting demand, and correcting drift early so reliability holds with less SRE effort. ### How does Sedai prevent incidents? Sedai predicts demand and scales ahead of it, and detects reliability drift early to fix it before it breaks production. ### How does Sedai protect SLOs while optimizing? Every action is checked against your latency, availability, and error targets before it's applied, and reversed if it risks an SLO. ### Does Sedai reduce SRE workload? Yes. By taking on continuous reliability tasks autonomously, Sedai lets SREs focus on building resilient systems instead of constant monitoring and firefighting. ### How is Sedai different from monitoring tools for reliability? Monitoring tells you something is wrong; Sedai acts to keep things right, correcting drift and scaling proactively rather than just alerting. --- # FinOps Automation Source: https://sedai.io/solution/finops-automation Optimize application performance with autonomous tech. Improve reliability, increase efficiency, & rightsize resources with real-time optimization. ## The First Engineering-Friendly FinOps Automation Solution We bring FinOps and engineering together. Sedai deeply understands your apps to safely & autonomously optimize your cloud. FinOps get savings. Engineers get reliability. ## Trusted by Technology Leaders ## See Cloud Costs in Context Sedai ties cloud spend to real app behavior so teams understand where & why costs increase. With visibility grounded in app context and not isolated billing data, FinOps gets savings and engineering confidence. ### Cost Reporting & Allocation Break down cloud spend by account, service, workload, & environment with clear, consistent attribution. ### Anomaly Detection & Spend Monitoring Automatically detect unusual spend patterns & cost regressions as they emerge, not weeks later. ### Commitments, Budgets, & Forecasting Track commitments, budgets, & projected spend to stay aligned with financial targets. ## Outcome-Driven Cost Optimization Sedai is outcome-driven by design. It uses real app behavior to make context-aware decisions that adapt over time & maintain reliability. All based on your defined goals. - **Optimize** for cost, performance, or balanced outcomes - **Weigh** cost savings against performance impact - **Prioritize** actions by measurable business impact - **Apply** different optimization goals per workload or environment ## From Insight to Action, Safely & Automatically Sedai turns FinOps insights into action. With SLOs, policies, & approvals built in, teams can safely automate cost optimizations across their cloud stack and adopt autonomy at their own pace. ### Autonomous Cost Optimization Safely execute approved cost optimizations across compute, data, storage, & Kubernetes. All without manual effort. ### Budget & Policy Guardrails Sedai only optimizes within your goals & limits. It enforces policy, budget, & SLO constraints automatically. Keep engineering compliant while cutting spend. ### FinOps Impact Tracking Measure realized savings and efficiency gains from every automated optimization action. "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, SVP of Engineering // Palo Alto Networks ## What Makes Sedai Different? Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision. ### Safe-by-Design FinOps Automation ### Built for Enterprise FinOps Governance ### FinOps Across the Entire Cloud Stack ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## Optimize Costs Across Your Entire Cloud Sedai supports a wide range of services across all cloud providers. ### Cloud Providers ### Containers ### Serverless ### Virtual Machines ### Storage ### Data & Streaming ## See Sedai in Action ## FAQs ### What is Sedai's FinOps automation solution? Sedai brings FinOps and engineering together by autonomously optimizing cloud cost based on real application behavior - FinOps gets savings, engineering keeps reliability. It ties spend to app context rather than isolated billing data. ### How does Sedai give cost visibility? Sedai breaks down cloud spend by account, service, workload, and environment with clear, consistent attribution grounded in app context. It also flags unusual spend and cost regressions as they emerge, not weeks later. ### How does Sedai turn FinOps insights into action? With SLOs, policies, and approvals built in, Sedai safely executes approved cost optimizations across your stack instead of leaving findings in a backlog. ### Does Sedai help track budgets and commitments? Yes. Sedai tracks commitments, budgets, and projected spend so teams stay aligned with financial targets. ### How is this different from a traditional FinOps tool? Traditional FinOps tools surface recommendations and alerts; Sedai autonomously acts on cost attribution signals through safe rightsizing and governance enforcement, so findings get resolved. --- # Toil Reduction Source: https://sedai.io/solution/toil-reduction Reduce SRE toil & manual effort with Sedai’s autonomous operations. Improve incident recovery time and keep applications within SLOs using automation. ## Sedai Counts Toil Reduction in Thousands of Hours Saved Automation meant to cut toil has your SREs still fixing what it broke. Sedai cuts thousands of hours of toil autonomously. All within your SLOs & IaC. ## Trusted by Industry Leaders ## Sedai kills toil for you. Safely. With its deep understanding of your apps, Sedai tunes, scales, & prevents regressions without static rules that break. Every action is SLO-checked, so systems stay reliable and your SREs get their time back. ### Flexible Operating Modes Choose the level of autonomy you trust: insights with Datapilot, optimization approvals with Copilot, or safe autonomous optimization with Autopilot. ### Autonomous Optimization Engine With its autonomous optimization engine, Sedai learns your environment continuously and only acts within your guardrails. ### Governance & IaC Integration With every autonomous action taken inside your policies & IaC, you can trust the toil Sedai kills won’t break prod. “The first time we saw Sedai we realized the traditional approach to site reliability was outdated. We have embraced autonomous management as the path to the future. Sedai allows us to innovate faster and cut toil.” — Prakash Muppirala, EVP, Platform Solutions // fabric ## What Makes Sedai Different? Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision. ### Application-Aware Intelligence ### Outcome-Driven Optimization ### Enterprise-Grade Governance ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## Optimize Your Entire Stack Sedai makes your stack smarter and safer. ### IaC & CI/CD ### ITSM & Notification Tools ### Cloud Providers ### Kubernetes ## See Sedai in Action ## FAQs ### What is Sedai's toil reduction solution? Sedai eliminates repetitive cloud operations toil - rightsizing, firefighting, and manual tuning - by autonomously managing and remediating workloads in production. This frees engineers to focus on building rather than babysitting infrastructure. Note: Best fit for teams drowning in manual ops work. ### How much toil can Sedai remove? Customers have seen dramatic reductions - Inflection achieved a 90% reduction in operational toil, letting its SRE team move from scripted management to autonomous management. Teams report up to 6x productivity gains on optimization and remediation. Note: Results vary by environment and team. ### How is Sedai different from automation scripts and autoscalers? Scripts and rules-based automation break when workloads change; Sedai is truly autonomous, using a patented reinforcement-learning framework to model real production behavior and adapt without rewriting policy. Note: Automated tools follow fixed rules - Sedai makes context-aware decisions. ### Does reducing toil mean giving up control? No. Sedai's actions stay governed through IaC and ITSM workflows, and remain auditable and reversible, so you reduce toil without losing oversight. Note: You set the guardrails and autonomy level. ### Which teams benefit most from Sedai's toil reduction? SRE, DevOps, and platform engineering teams managing large, dynamic environments benefit most, reclaiming time spent on nights-and-weekends firefighting. Note: Impact scales with the size and complexity of your environment. --- # Application Performance Source: https://sedai.io/solution/application-performance Optimize application performance effortlessly as Sedai detects, fixes, and prevents issues using AI-powered, SLO-safe automation. ## 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. ## 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." — 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. ### Application-Aware Intelligence ### Enterprise-Grade Governance ### Safe Autonomy ## Autonomy That Delivers Powered by real app behavior. Cloud Savings Performance Gain Failed Customer Interaction Reduction ## Optimize Your Entire Stack Sedai makes your stack smarter and safer. ### Cloud Provider Monitoring Tools ### Observability Tools ## See Sedai in Action ## FAQs ### What is Sedai's application performance solution? Sedai goes beyond monitoring - it acts on performance signals to autonomously tune infrastructure and fix issues in real time. It uses signals from your existing monitoring tools and validates every change against your SLOs. ### How is Sedai different from an APM tool? APM tools visualize performance; Sedai acts on it, using machine learning to continuously optimize based on real application behavior. Patented safety mechanisms prevent incidents and SLO breaches. ### How does Sedai prevent performance incidents? Sedai uses real-time anomaly detection and ML predictions to catch risks before they become incidents, then responds autonomously to mitigate them. ### What operating modes does Sedai offer? Sedai offers Datapilot (observability), Copilot (one-click optimizations), and Autopilot (fully autonomous execution), so you can adopt autonomy at your own pace. ### How does Sedai keep performance changes safe? Every action is SLO-validated, rolled out gradually, and instantly reversible, with IaC kept in sync to prevent drift.