Production AI Architecture
Intermediate 11 min read Production AI Architecture

GenAI Gateway

One door for every model call

The gateway is the single front door for model traffic: unified auth, routing, provider failover, rate limiting, caching, cost logging and observability. It turns provider-account sprawl and secret-in-app code into one controlled point.

AI gatewayprovider failoverrate limitcost logging
Before we start

What you will learn

  • Design the gateway's responsibilities
  • Wire provider failover and retries
  • Enforce auth, limits and cost tags centrally
Introduction

What is this?

A GenAI gateway is a reverse proxy with model-specific intelligence: it holds provider keys and models, exposes one OpenAI-compatible API, routes by policy, fails over when a provider errors or rate-limits, caches, streams, logs cost, and enforces per-tenant limits. Apps never touch provider credentials.

Motivation

Why do you need it?

  • Direct SDK usage scatters secrets, pricing and fallback logic through the codebase.
  • Provider incidents need a switch, not a code push.
  • Rate-limiting and cost attribution belong at a central point.
  • A single API shape lets one client reach many providers.
Think about it

Mental model

Imagine

Gateway

Think of

A company reception desk

Everyone gets screened, signed in, and routed to the right department by one receptionist — instead of wandering the halls asking departments for access.

Mechanics

How it works

  • Clients talk to /v1/chat/completions with their own app key.
  • Gateway authenticates, loads the chosen provider+model policy, and forwards.
  • On 429/5xx/timeout it fails over to the next configured provider/model.
  • Responses stream back; usage is tallied to the tenant's cost ledger.

Gateway fan-out.

App
Gateway
Provider A
Provider B
Logs
Real world

In production

  • A startup points every service at the gateway, swapping to a cheaper model with one config.
  • A platform fails over openai → anthropic → self-hosted during pricing spikes.
  • An enterprise enforces per-tenant token budgets and content rails in gate.
Guidelines

Best practices

  • Expose one compatible API; keep per-provider knobs in config, not app code.
  • Timeouts and short retries at the gateway; failover on 429/5xx.
  • Tag every request with tenant, model, endpoint for the cost ledger.
  • Stream to the client; buffer minimally so TTFT stays honest.
Watch out

Common mistakes

  • Rate-limiting at the app instead of the single door — bypasses and double counting.
  • Failover that never exercises the backup, so it 500s when finally used.
  • Gateway becoming a second app with its own unversioned prompt logic.
When things break

Debugging tips

  • All calls fail → check the gateway's provider policy and key status first.
  • Latency spikes through the gateway → check its buffering/streaming path, not the provider.
  • Cost ledger off → confirm the gateway tallies usage from responses, not guesses.
Interviews

Interview checkpoint

Practice

Hands-on lab

Failing Over Between Providers
35 min · intermediate
In progress
Objectives
  • Wire a primary and fallback provider
  • Fail over on simulated 429 and 5xx
  • Log which provider served each request

Failing Over Between Providers

35 min · intermediate

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sandbox · Linux sandbox
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Test yourself

Quick quiz

0/2
1

A gateway's primary job in front of providers is?

2

Apps should hold provider API keys when a gateway exists.

Go deeper

Official documentation