In the past year, I’ve worked with dozens of large language models (LLMs) and multimodal systems across a range of production environments—from finance apps and enterprise chatbots to real-time analytics tools. After months of benchmarking, fine-tuning, cost comparisons, and scaling trials, one thing became clear:


Not all models that perform...