In recent years, artificial intelligence—and Large Language Models in particular—have gained increasing traction within companies. From document management to customer support, and from knowledge retrieval to organizing internal information, the use cases are multiplying, though not always immediately applicable. This talk will present real-world applications of LLMs in corporate settings, exploring the opportunities they open up, the limitations they pose, and the conditions required for a responsible and effective adoption.