Characteristics. Like a caffè latte, caffè mocha is based on espresso and hot milk, but with addedchocolate, typically in the form of sweet cocoa powder, although many varieties use chocolate syrup. Mochas can contain dark or milk chocolate. ... The combination would then be coffee, steamed milk, and the added chocolate.