Experts are highlighting the critical need for systematic LLM evaluation beyond generic leaderboards by focusing on business-specific metrics like Requests Per Second and Time to First Token. Organizations must navigate a tradeoff triangle where optimizing for accuracy and responsiveness inevitably increases deployment costs.