What 117 real local-LLM rigs tell us about tok/s per euro in 2026

We divided measured tokens/sec from 117 sourced home AI builds by current German GPU prices. A used RTX 3090 gives ~3x more speed per euro than an RTX 5090, and speculative decoding is the cheapest upgrade of all.