A/B Test: Decide between displaying Facebook’s ‘People You May Know’ or an Advertisement?

You are the Product Manager of Facebook News Feed and have to instruct your team on how to decide whether to display the ‘People You May Know feature’ feature or an advertisement. How do you choose?