A B2B industrial supplier specializing in high-precision mechanical components faced growing challenges in managing customer inquiries and technical consultations. Their clients required detailed product specifications, regulatory compliance information, and real-time availability checks before making purchasing decisions. With thousands of specialized components, finding the right informations required technical knowledge and cross-referencing multiple datasets. They tried a off-the-shelf FAQ-bot but it failed to provide detailed, context-aware responses.