Friends Over Engagement

Let’s say you work at Meta. According to internal research, people with more friends have less engagement. The lead analyst suspects that Facebook’s “People You May Know” feature— a feature where Facebook recommends you non-friends, causes this reduction in engagement. How would you design an A/B test to confirm whether or not this hypothesis is correct?