In the last few years, we’ve seen AI evolve at breakneck speed, from large language models (LLMs) that generate text on demand to full-fledged AI agents capable of reasoning, orchestrating tools, and completing tasks end-to-end. For enterprises, this shift can transform entire business models, but only if evaluation practices keep pace.