This dataset contains structured, multilingual data about real-world businesses in the MENA (Middle East and North Africa) and CIS (Commonwealth of Independent States) regions, optimized for indexing in AI and LLM models. It aims to enhance business recognition in AI-based search, chatbots, and voice assistants.