As the field of LLM research continues to rapidly evolve, enterprises must constantly "Fine-Tune" their LLMs to leverage the benefits of SOTA models. Here, we explore the practical reasons for fine-tuning LLMs for enterprise applications and share strategies for meeting these challenges head-on.