Targeting the three major dilemmas of AI-empowered MBSE—model hallucination, reasoning black boxes, and application runaway—we propose a Trustworthy AI4MBSE industrial platform solution. It ensures confident outputs, traceable processes, and governable behaviors, thereby establishing a credible foundation for AI to enter the industrial core.