An automated flanging machine is provided. More specifically, a machine for automatically sewing a flange onto a work panel having a consistent corner radius and a straight edge is provided. The machine has a table adapted to support a work panel, a sewing head mounted directly adjacent to the table for performing a sewing operation on the work panel, a turning arm mounted adjacent to the table, and a rear conveyor for selectively moving the work panel on the table. The table may include a corner pivot mechanism for stabilizing the panel while the turning arm turns the panel 90 degree relative to an initial position, and for maintaining a consistent corner radius for sewing. The machine may also include a rear material guide and encoding arm for measuring the progression of the work panel as it is sewn along a side by the sewing head.