# 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“The first time we saw Sedai we realized the traditional approach to site reliability was outdated.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.