LLMs differ in their architecture, training data, and specific use cases. For example, GPT-4 is known for its versatility in content creation and conversational AI, while PaLM 2 excels in complex reasoning and contextual understanding. Llama 2 is optimized for domain-specific tasks, making it ideal for industries like legal and healthcare. The differences in design and capabilities make each LLM suitable for distinct applications.