AI Orchestration Platform
Multi-model LLM governance and routing platform that reduced AI infrastructure costs by 40% while ensuring 99.9% uptime with intelligent fallbacks.
Tech Stack
Key Results
Infrastructure Costs
Uptime
LLM Providers
Dev Speed
The Challenge
Teams were building AI features in silos with inconsistent models, costs, and governance. There was no centralized way to route requests, manage fallbacks, or ensure compliance across multiple LLM providers.
- Fragmented AI infrastructure across teams
- No intelligent routing or cost optimization
- Inconsistent governance and compliance
- Manual fallback management and monitoring
Solution Architecture
API Gateway
Model Router
Fallback Chain
Cost Optimizer
Analytics Dashboard
Key Features
Intelligent Routing
Automatically routes requests to the most cost-effective and performant LLM provider based on real-time metrics, latency, and cost optimization.
Automatic Fallbacks
Seamless failover to backup providers when primary services are unavailable, ensuring 99.9% uptime and continuous service availability.
Cost Optimization
Dynamic cost analysis and routing decisions that reduced overall AI infrastructure costs by 40% while maintaining performance standards.
Unified Governance
Centralized monitoring, compliance tracking, and analytics across all LLM providers with real-time dashboards and alerting.
Results & Impact
Quantitative Impact
- 40% reduction in AI infrastructure costs
- 99.9% uptime with intelligent fallbacks
- 50% faster feature development for AI teams
- Unified governance across 5+ LLM providers
Strategic Value
- Platform-level thinking enabling team autonomy
- Reduced vendor lock-in with multi-provider support
- Centralized compliance and monitoring
- Scalable foundation for future AI initiatives
Technical Implementation
Core Technologies
- • FastAPI - High-performance API framework
- • Redis - Caching and session management
- • PostgreSQL - Persistent data storage
- • LangChain - LLM orchestration framework
- • Docker - Containerized deployment
LLM Providers
- • OpenAI - GPT models for complex reasoning
- • Anthropic - Claude for safety-critical tasks
- • Google - Gemini for multimodal capabilities
- • Cohere - Command models for specific use cases
- • Local Models - On-premise deployment options
Ready to Build Something Amazing?
Let's discuss how we can implement similar platform-level solutions for your organization's AI infrastructure needs.