Measure of independency of vectors in a full rank matrix

Suppose A1 and A2 are two full rank matrices of similar size. What could be the parameter which say that one of matrix have more independent vectors compared to another matrix?

In other words, column vectors of one matrix are more orthogonal among themselves compared to another matrix.

Could Determinant be the right measure to differentiate two matrices?