Vodafone, a prominent telecommunications company in Europe and Africa, has leveraged advanced AI technologies to enhance its data operations and improve customer experiences across its extensive network of data centers. By utilizing LangChain and LangGraph, Vodafone has developed AI-powered internal chatbots, like Insight Engine and Enigma, that support engineers by converting natural language queries into actionable insights and facilitating efficient information retrieval. These AI assistants streamline performance metrics monitoring and document access, thereby reducing reliance on custom dashboards and enabling faster incident response. The adoption of LangChain has allowed Vodafone to rapidly prototype AI solutions and effectively benchmark various language models, while LangGraph supports scalable multi-agent workflows through modular agent design and API integration. Looking forward, Vodafone plans to expand its AI capabilities with LangSmith to further refine its multi-agent systems and extend its GenAI pipeline to additional data lakes, aiming for more sophisticated AI applications that align with user needs.