The definiteness of a matrix is a property that determines the nature of the quadratic form associated with the matrix, indicating whether it is positive definite, negative definite, indefinite, or semi-definite. This property is crucial in optimization, stability analysis, and understanding the geometry of quadratic forms in linear algebra.