Provisioning virtual machines across compute, storage, and network layers required separate scripts, manual configurations, and administrator expertise. Each setup took hours to complete, creating bottlenecks during scaling and limiting operational efficiency across multi-tenant environments. 

Solution 

Calsoft built a Gen AI interface over VMware APIs that translated natural language requests into automated provisioning workflows. Administrators could trigger infrastructure creation through voice or text commands. 

• Convert voice inputs into VMware API operations 
• Generate reusable scripts from user requests 
• Validate capacity and policy compliance before execution 
• Orchestrate multi-domain resources through unified logic 

The system integrated with existing ops dashboards and change management workflows for full traceability.