Storing the heat is the key part, I suppose, even though they are focusing on storing CO2.

I wonder if something like the paraffin phase transition could be used to limit the temperature of the heat reservoir, and thus the losses during storage.

According to one of their patents, they're just using an insulated container with some incoherent solid to store heat like gravel or ceramic granules.