# VM Optimization

VM optimization with AI that cuts costs, boosts performance, and eliminates manual tuning. See how Sedai automates safe optimization.

## VM Optimization You Can Trust in Prod

Sedai doesn’t just recommend VM optimizations. It makes them. Safely.

## Optimize VMs with Superintelligence

Sedai isn’t another recommendation tool. It autonomously optimizes your VMs for you. By deeply understanding your setup & usage, Sedai rightsizes instance type, vCPU, & memory. Always based on your goals.

### Autonomous Compute & Storage Rightsizing

Autonomously adjusts VM instance type, vCPU, memory and storage performance settings based on real workload behavior. No manual tuning needed.

### Release-Aware Optimization

Understands how deployments & workload changes impact performance & cost. It only optimizes when behavior is within safe, normal ranges.

### Performance & Availability Optimization

Detects saturation, latency, & resource pressure early. It adjusts VM resources based on app behavior to keep them fast & reliable.

“Sedai has helped us save millions by optimizing and managing our own back-end services. But most importantly, Sedai has allowed 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.

### Application-Aware Intelligence

### Safe Autonomy

### Full-Stack Cloud Coverage

## Autonomy That Delivers

Powered by real app behavior.

Cloud Savings

Utilization Gain

Failed Customer Interaction Reduction

## Optimize Your Entire Stack

Sedai makes your stack smarter and safer.

### AWS

### Azure

### GCP

### Storage

### test

## Optimize Virtual Machines with AI

## FAQs

### How does the VM optimization process work?

Sedai observes how each VM runs. It chooses a better instance type based on CPU, memory, disk, & network behavior. Sedai then recommends or applies the change through a controlled workflow to avoid disruption.

### How does Sedai determine the right VM size?

Sedai sizes VMs by watching how they actually run over time, including CPU, memory, disk, & network behavior. When the data shows a better instance type, it recommends or applies the change.

### Does Sedai optimize VMs with a gradual/incremental approach or immediate changes?

Yes. Sedai resizes VMs in small, controlled steps. After each adjustment, it checks performance utilization to ensure the update won’t cause disruption. It continues if everything remains stable.

### Can Sedai scale out a VM?

Yes. Sedai adjusts VM groups & scale sets by increasing or reducing instance counts based on real demand.
For standalone VMs, Sedai right-sizes the instance type instead: horizontal for groups, vertical for one.