Question: are matrices with the same eigenvalues similar?
Answer: Two similar matrices have the same eigenvalues, even though they will usually have different eigenvectors. ... Also, if two matrices have the same distinct eigen values then they are similar. Suppose A and B have the same distinct eigenvalues.