Core AI FoundationAI Infrastructure Services
Provide an enterprise AI foundation including model access, inference routing, evaluation, and operations governance.
Typical Use Cases
- Unified multi-model gateway and routing
- Prompt version control and rollback
- Joint monitoring of quality and cost
Execution Approach
- Build a unified model gateway with multi-model orchestration
- Define quality, latency, and cost evaluation framework
- Ensure stability via alerts and gradual rollout mechanisms
Deliverables Matrix
Model gateway and routing strategy
Evaluation metrics framework
Runtime monitoring and operations panel
Prompt and version management
Implementation Timeline
- 1Weeks 2-3: architecture and model onboarding
- 2Weeks 3-5: evaluation and observability setup
- 3Weeks 5-6: reliability governance and staged release
Key Metrics (KPI)
- Request success rate uplift
- Average latency reduction
- Cost per task optimization
Business Value
Shift AI from one-off delivery to continuously evolving infrastructure capability.