AI Roadmap/Layer 07 · 07. AI Platform / MLOps / LLMOps
7.2

7.2 Model Gateway, Routing & Traffic Control

Unified OpenAI-compatible API gateway (OpenRouter/LiteLLM/Portkey), multi-cloud load balancing, automatic failover, semantic intent routing, and multi-tenant rate limiting.

Unified Model Gateway, Provider Abstraction & Failover

Unified OpenAI-compatible API abstraction, intelligent multi-provider load balancing, automatic timeout retries and fallback failover, high-performance SSE streaming, and enterprise audit logs.

🏢 Companies
OpenRouterPortkeyLiteLLMCloudflare (AI Gateway)HeliconeKong
🛠️ Tech Stack
Model GatewayOpenRouterLiteLLMPortkeyProvider AbstractionFallback RetriesCircuit BreakerSSE Streaming
💼 Roles & Salary
LLMOps Engineer、API Platform Engineer、Backend Architect
💰 $195K - $410K / year (LLM Gateway Architecture) | ¥520K - ¥1.2M / year
📚 Prerequisites: API Gateway & Proxy Architecture (Envoy) • Circuit Breaker & Retry Patterns • Streaming Protocols (SSE / HTTP2) • Multi-Provider Virtual Key Isolation

Semantic Intent Routing, Multi-Tenancy & Rate Limiting

Semantic intent routing via lightweight embeddings/SLMs (distributing simple queries to SLMs, deep reasoning to o1/R1), multi-tenant quota isolation, and Redis distributed token bucket rate limiting.

🏢 Companies
OpenRouterPortkeyLiteLLMCloudflare (AI Gateway)Helicone
🛠️ Tech Stack
Semantic RoutingOpenRouterModel RoutingRate LimitingToken BucketMulti-TenancyQuota ManagementSLM Offloading
💼 Roles & Salary
LLMOps Engineer、Backend Architect、Reliability Engineer
💰 $190K - $395K / year (Semantic Routing & Rate Limiting) | ¥500K - ¥1.15M / year
📚 Prerequisites: Semantic Embedding Similarity & Classification • Redis Distributed Token Bucket Rate Limiting • Multi-Tenant Quota & Tiered Budgeting • Traffic Shedding & Graceful Degradation