Located on Xixi Road, the area of Taobao's ANT FINANCIAL. Operated by the same team as Late Market. It has a hint of speakeasy, where you can find it as a restaurant from outside, you might just skip it if you didn't know there is actually a bar behind.
Late Company provides great cocktails made by Qian Qian who is a prize winning female mixologist, their Moscow Mule and Fish & Chips are worth checking out.
Go on Dianping to purchase the 138RMB package which includes two cocktails and one snack, it's a pretty nice deal. http://www.dianping.com/shop/113916494