9.1Why LLM Performance Is Different

LLM-backed features introduce performance characteristics that traditional load testing does not account for. Unlike a REST API that returns a complete response in one round-trip, LLM endpoints have variable response times, token-based throughput limits, cold start latency, and provider rate limiting. A QA architect who applies traditional latency percentiles to LLM endpoints will miss the metrics that actually matter to users.