Tidjane Thiam arrived at Credit Suisse in 2015 and quickly established a tight inner circle of trusted lieutenants as he set about trying to revive the ailing Swiss lender.

Now, in quick succession, two from the cadre are gone—the wealth-management chief whose July departure triggered Credit Suisse to spy on him, and the chief operating officer who resigned this week because of the ensuing scandal.