An unnamed company reportedly spent $500 million on Anthropic's Claude in a single month after failing to set usage limits on its AI licenses, highlighting how quickly enterprise AI costs can spiral out of control. Broader industry examples, such as employees using AI to check the weather or misusing large models for simple tasks, point to widespread inefficiency in how companies deploy AI tools. Experts argue that businesses need greater internal AI expertise, better model selection, and smarter usage controls to manage costs and ensure quality outcomes.