Deploying large language models (LLMs) within an enterprise environment presents unique challenges. Resource constraints often necessitate optimization strategies to extract model performance while reducing costs. Strategic deployment involves a multi-faceted approach encompassing architecture tuning, along with careful infrastructure provisioning.