Solid tires use a rubber or solid polyurethane foam filling material to provide structural integrity, rather than air pressure. They are completely immune to punctures and will never go flat like a pneumatic tire. This is their major (and only) benefit. In every other way, solid tires are inferior to pneumatic tires.
