## CONTEXT

### WHO

This project targets VPs of Infrastructure/Cloud Ops managing 2K-10K VMs, aiming to streamline VMware management and reduce operational expenses.

### WHAT

Enterprises faced high operational costs and inefficiencies due to manual and fragmented VMware infrastructure management.

### WHY

Addressing these inefficiencies unlocked a $33B revenue stream, representing a significant strategic opportunity.

## SOLUTION

### APPROACH

The project developed VMware Natural Language Interface (VNLI), an AI-powered solution to revolutionize VMware infrastructure management.

### HOW IT WORKS

VNLI uses an LLM fine-tuned on VMware documentation to translate natural language queries into vCenter REST API calls.

## RESULTS

### 15-20%

Operational cost reduction

### 60-70%

ROI by Year 2

### $350M-$400M

ARR by 2030.

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