We present a unified framework for extracting eigenstate and thermal properties from time-dependent quantum dynamics, using coupled cluster and thermofield theory methods. This approach enables direct retrieval of eigenvalues and reduced density matrices. We apply this technique to a 1-body electronic Hamiltonian and further demonstrate the retrieval of thermal properties for diverse Hamiltonian systems including electronic, vibrational, and rotational models demonstrating exact access to thermal quantities across particle statistics.