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LLM Gateway Architecture: Routing, Rate Limits, and Cost Controls

A deep guide to LLM gateway architecture, covering unified APIs, model routing, rate limiting, and how to control costs in production LLM workflows.

2 min read234 words

As you move from a single model to a multi-model environment, you need a centralized way to manage your LLM traffic. An LLM Gateway (using tools like LiteLLM, Kong, or Envoy) provides a unified API for routing, rate limiting, and cost attribution. For a step-by-step look at implementing this, see our guide on building an internal LLM API gateway.

Core Responsibilities of the Gateway

1. Model Routing and Fallbacks

Route requests based on task complexity (e.g., GPT-4 for reasoning, vLLM-hosted Llama for simple tasks). If your primary provider is down, the gateway should automatically failover to a fallback.

2. Rate Limiting and Quotas

Enforce per-user or per-team rate limits to prevent a single "noisy neighbor" from exhausting your GPU capacity or blowing your budget.

3. PII Filtering and Redaction

Integrate PII filtering at the gateway layer to ensure that sensitive data never leaves your private infrastructure boundary.

Final Takeaway

An LLM Gateway is the control plane for your production AI. By centralizing routing, security, and cost controls, you enable your organization to scale its LLM usage safely and efficiently.


Need to build or refine your LLM gateway architecture? We help teams design unified APIs, implement smart routing, and build robust cost and security controls for production LLMs. Book a free infrastructure audit and we’ll review your gateway strategy.

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Resilio Tech Team

Building AI infrastructure tools and sharing knowledge to help companies deploy ML systems reliably.

Article Info

Published4/7/2026
Reading Time2 min read
Words234
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