1:1 mentoring with Big Tech AI engineers
Anthropic
S15
MediumPremium

Design an LLM Gateway / Model Router & Inference Proxy

Design the internal gateway every product team calls instead of calling model providers directly: one place for keys, budgets, routing, fail-over and logs.

InfrastructureCost OptimizationReliabilityRouting

Key Requirements

  • Route requests to the right model tier by cost and difficulty
  • Per-team rate limits, budgets and cost attribution
  • Caching that cuts cost without serving wrong answers
  • Fail-over when a provider or model is down, without silent behaviour changes
  • Central logging, auditing and usage dashboards

Interviewer Follow-ups

  • Q1How do you decide which model to route a request to?
  • Q2How do you handle a provider outage without dropping requests?
  • Q3How do you prevent one team from exhausting the shared budget?
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