In recent months, GenAI has not only been a hot topic in the AI world but has also taken the media by storm. But in this talk, we'll bypass the typical "50 prompts you have to know"-style clickbait. Instead, we'll delve into the practical challenges and considerations of deploying generative AI-based solutions in production environments, placing special emphasis on Large Language Models (LLMs).