This white paper outlines the implementation challenges of large language models (LLMs) across industries such as finance and healthcare, along with design principles incorporating AI safety and governance. From understanding internal mechanisms and avoiding common pitfalls to fostering organizational AI literacy and building appropriate frameworks, it provides a systematic guide for adopting LLMs safely and effectively in business.