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March 2, 2026 · 8 min read

Building an AI Proxy with a Unified /v1 Endpoint

One endpoint across multiple AI providers.

llmai-proxyengineering

A unified endpoint standardizes payload contracts so provider switching does not require broad client rewrites.

The contract

Expose POST /v1/chat, /v1/embeddings, /v1/images, GET /v1/models with a stable request/response shape. Provider adapters translate between the unified contract and each upstream SDK.

Why it pays off

Clients integrate once. Adding or swapping a provider is a backend-only change. Token accounting and rate limiting live in one place, so billing is consistent across every model.