The Killing form is a symmetric bilinear form on the Lie algebra of a Lie group, which plays a crucial role in the classification of Lie algebras. It provides insight into the structure and properties of the algebra, such as determining if the algebra is semisimple by checking if the Killing form is non-degenerate.