- AI Platform (AIP) driving commercial acceleration
- Bootcamps demonstrating value quickly
- U.S. commercial expansion (121% growth)
- Government relationship maintenance
- Partner ecosystem development
- Valuation risk (unsustainable at 132x revenue)
- Competition from hyperscalers with more resources
- Growth deceleration inevitable
- Market correction vulnerability
- Execution risk with high expectations