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AI Interview Question
INTERVIEW GUIDELLMs0 questions32 min readJul 24, 2026

LLM Cost & Latency Interview Guide

Production interview guide for LLM cost and latency — caching, routing, streaming, rate limits, and semantic caches.

Frontier models are powerful and expensive. Hiring loops probe whether you can hit latency SLOs and cost budgets with caching, routing, batching, and architecture — without destroying quality.

Work through latency causes, API cost optimization, prompt/KV caching, semantic caching, streaming, and model routing questions from the roadmap.

CostLatencyCachingRoutingInterview

Questions in this guide

Deep explanations with architecture diagrams for every question below.