Artificial intelligence has become one of the easiest ways for organizations to demonstrate productivity gains. Every week brings another announcement about how much faster teams can write code, create reports, analyze data, draft documentation, or complete administrative tasks. The conversation is usually accompanied by impressive numbers that show hours saved, output increased, and workflows accelerated.