Microsoft Office Visio is a professional-level diagramming tool with a rich feature set and strong integration with other Microsoft products, making it suitable for complex diagrams and corporate use. Dia, on the other hand, is an open-source alternative that offers basic diagramming capabilities across platforms, making it a good choice for users looking for a free and lightweight solution.