Large Language Models (LLMs) such as OpenAI’s GPT series have transformed how organizations generate content, automate workflows, and interpret information. Yet, a persistent issue remains — hallucinations, where models produce inaccurate, irrelevant, or fabricated details. Addressing this challenge is crucial for building systems users can rely on.  This article outlines