Provided are a supramolecular composite comprising an angiotensin II receptor (AT1) blocking compound, a neutral endopeptidase inhibitor (NEPi), and a pharmaceutically acceptable cation. The invention further provides a method for preparing the composite and an application of the composite for preparing a pharmaceutical product for treating heart failure.