A chatbot runs on vLLM, one GPU per replica, up to 8 replicas. Each replica serves about 20 requests a second before latency climbs. Traffic follows a normal working day with an evening peak; you can add a sudden spike. Pick a scaling policy and watch a whole day run in about a minute. Numbers are illustrative; the behaviour matches the real tools.