Model Deployment Strategies for Generative AI Systems
Model Deployment Strategies for Generative AI Systems
Building a model is only half the journey. Deployment determines reliability, scalability, and user experience.
1) Hosted API Deployment
- Fast to integrate
- No infrastructure management
- Usage-based billing
Best for startups and early-stage systems.
2) Self-Hosted Deployment
- Full control over model
- Custom fine-tuning flexibility
- Higher infrastructure cost
3) Hybrid Architecture
Use hosted models for general tasks and self-hosted models for sensitive domain tasks.
4) Deployment Considerations
- Latency requirements
- Security compliance
- Data privacy
- Cost constraints
5) Summary
Deployment strategy must align with business needs and technical capabilities.
