Due Diligence of New Suppliers and Changing Bank Details

What do other companies do to prevent fraud and adhere to due diligence specifically relating to bank detail checks? This is both in terms of on-boarding new suppliers and when you receive a change of bank details request from a supplier? How do you prevent fraud? For example, if a company sends in a request to change their bank details but it is in fact a fraudulent request?