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Design an AI Gateway

Last updated: May 20, 2026

Quick Overview

This question evaluates system design competencies for a multi-tenant AI gateway, including architectural design, unified API and authentication patterns, routing and retries, rate limiting and quotas, observability, failure handling, model selection, and cost-control mechanisms.

  • medium
  • Decagon
  • System Design
  • Software Engineer

Design an AI Gateway

Company: Decagon

Role: Software Engineer

Category: System Design

Difficulty: medium

Interview Round: Technical Screen

Design an AI gateway service that sits between product teams and multiple third-party model providers. The gateway should expose a unified API for capabilities such as text generation and embeddings, while handling authentication, per-tenant quotas, routing, retries, streaming responses, observability, and cost controls. Discuss the request lifecycle, core components, data model, failure handling, model selection, rate limiting, prompt or policy management, and how the system should scale. Assume the interview format allows the candidate to use AI coding tools while implementing part of the service.

Quick Answer: This question evaluates system design competencies for a multi-tenant AI gateway, including architectural design, unified API and authentication patterns, routing and retries, rate limiting and quotas, observability, failure handling, model selection, and cost-control mechanisms.

Related Interview Questions

  • Design an AI gateway - Decagon (medium)
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Decagon
Feb 17, 2026, 12:00 AM
Software Engineer
Technical Screen
System Design
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Design an AI gateway service that sits between product teams and multiple third-party model providers. The gateway should expose a unified API for capabilities such as text generation and embeddings, while handling authentication, per-tenant quotas, routing, retries, streaming responses, observability, and cost controls.

Discuss the request lifecycle, core components, data model, failure handling, model selection, rate limiting, prompt or policy management, and how the system should scale. Assume the interview format allows the candidate to use AI coding tools while implementing part of the service.

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