Measuring AI performance and features isn't just about leaderboards, it's about what we value. From Turing's test to today's specialized benchmarks like LMarena and ARC-AGI, we've created dozens of ways to rank models. But as AI shapes our future, we must ask: are we measuring the right things? Beyond technical prowess lies the bigger question of human benefit.