Aluminosilicate frameworks are three-dimensional structures composed of interconnected aluminum, silicon, and oxygen atoms, forming the basis of materials like zeolites and clays. These frameworks are crucial in catalysis, ion exchange, and adsorption due to their high surface area, porosity, and ability to host various cations within their structure.