Turns out it’s exactly that. From Wiki:
These pubs-on-wheels have become popular in the United States, as well as the Netherlands, Germany and France. Some party bikes can have up to 16 cycling passengers, three non-cycling passengers, bar tenders and a driver.
What could go wrong?