As AI models advance rapidly in 2025, measuring their true intelligence remains hampered by outdated benchmarks and saturation issues. This deep dive examines industry challenges, emerging solutions, and expert insights from sources like Stanford and McKinsey, highlighting the urgent need for standardized evaluation methods to drive reliable progress.