# On-Prem Optimization

On-prem optimization to improve utilization, reduce waste, and align capacity with demand. Continuously adapt workloads without manual tuning.

## On-Prem Isn’t Built for Change. Sedai Is.

On-prem hardware is fixed. Workloads aren’t. Sedai continuously & safely tunes Kubernetes, GPU, & data platform resources to stay within capacity. Even as demand shifts.

## Supported Technology for On-Prem

### Compute Optimization

### Sedai keeps on-prem Kubernetes & GPU workloads tuned to real demand. They stay within your hardware’s capacity limits without constant manual adjustment.

### Data Optimization

### Sedai optimizes Databricks workloads running in your AWS or Azure environment by aligning compute resources with actual workload behavior. Right size clusters and track true job costs.

### test

### test

## Your On-Prem Runs Better on Sedai

Sedai doesn’t risk your prod when it optimizes on-prem environments. It learns your real workload behavior so every adjustment stays incremental, SLO-aware, & reversible. Keep your fixed hardware aligned with changing demand.

### Application-Aware Intelligence

### Outcome-Driven Optimization

### Safe Autonomy

### Full-Stack Cloud Coverage

### Enterprise-Grade Governance

## This Is What Intelligent Optimization Looks Like

Powered by real app behavior.

Cloud Savings

Performance Gain

Failed Customer Interaction Reduction

## See Sedai in Action

## FAQs

### What is Sedai's on-premises optimization platform?

Sedai autonomously and safely tunes Kubernetes, GPU, and data platform workloads within your fixed on-prem hardware capacity, adapting as demand shifts. It keeps environments efficient without constant manual intervention.

### How does Sedai work within fixed on-prem hardware limits?

Sedai uses machine learning to monitor real workload behavior and incrementally adjust resources so workloads stay within your hardware's capacity, even as demand changes.

### Is Sedai's on-prem deployment agentless?

Yes. Sedai connects securely to your on-prem environment using IAM, with no complex installations or additional agents required.

### How does Sedai keep on-prem optimizations safe?

As the only platform patented for safe autonomous optimization in production, Sedai makes slow, validated, SLO-aware changes and rolls back if risk is detected.

### What results can Sedai deliver on-prem?

Sedai delivers up to 50% cost savings, 75% performance gains, and 70% fewer failed customer interactions by continuously optimizing on-prem workloads.