Cloud & Platform Engineering

Dimension | Traditional | Agivant |
|---|---|---|
Workforce | Developers with AI tooling added | 100% AI/ML by composition |
Onboarding | Ramp quarter, transfer lag | Delivering in 48 hours |
Architecture | Automation scripts and runbooks | Multi-agent orchestration with governance |
Scaling model | Linear headcount growth | Autonomous scale, same team |
Cost curve | More volume, more people | More volume, more agents |
Reference posture | Selected references | 100% referenceable |