AI Labs Engine: Real Hands-On Cloud Labs, Auto-Provisioned by AI.
Deliver real-world cloud, DevOps, data engineering, and cybersecurity labs with automated environment setup, AI validation, and secure sandboxing.

Built for Modern Technical Training
Cloud & DevOps Training Providers
Deliver AWS, Azure, GCP certifications with real labs.
Universities & Engineering Programs
Teach infrastructure and cloud computing hands-on.
Corporate IT & Cloud Upskilling Teams
Train employees on real production-like environments.
Bootcamps & Professional Courses
Provide practical cloud experience at scale.
AI-Powered Cloud Lab Automation
Auto-Provisioning of Cloud Resources
Spin up VMs, networks, and storage automatically.
Multi-Cloud Lab Support
AWS, GCP, and Azure labs from a single platform.
AI Lab Validation & Scoring
AI verifies configurations and grades lab outcomes.
Lab Templates & Reusable Blueprints
Create once, deploy across cohorts instantly.
Secure Sandbox Environments
Isolated environments with zero cross-contamination.
Resource Auto-Shutdown
Automatically stop idle labs to reduce costs.
Real-Time Progress Monitoring
Track learner activity and completion in real-time.
Support for CLI, UI & API Labs
Labs for terminal, web consoles, and API workflows.
How AI Labs Engine Works
Select or Upload Lab
Choose a template or upload your own YAML/JSON blueprint.
AI Provisions Lab
AI sets up real cloud resources, VMs, and networking in seconds.
Validate & Score
AI validates commands, scripts, configuration, and lab outcomes.
A Clean, Secure Lab Experience
$ kubectl get pods -n lab-env
NAME READY STATUS
web-app-7d8b... 1/1 Running
redis-cache... 1/1 Running
$ _
Supports All Major Cloud Providers
Provision labs directly inside your organization's cloud account, ensuring full compliance and cost control.
Optimized for Cost & Security
Auto-shutdown Inactive Labs
Automatically stop labs when learners are idle.
Usage-based Billing
Pay only for the resources actually consumed.
Role-based Access
Control who can launch and manage labs.
No Permanent Cloud Footprint
Labs are ephemeral—resources are cleaned up automatically.
Enterprise-Grade Security for Hands-On Labs
Private Network Isolation
Each lab runs in its own isolated network environment.
Temporary Credentials
Auto-generated credentials that expire after lab completion.
Encrypted Lab Sessions
All data in transit and at rest is encrypted.
Activity Logging for Compliance
Complete audit trails for regulatory requirements.