I had the problem that the contacts in the Address Book app were not syncing probably with my business Exchange account. Here is how I fixed it:
- Close contacts app
- Remove all iCloud and Exchange accounts in System Preferences > Internet Accounts
- Remove everything in ~/Application Support/AddressBook
- Add Exchange and iCloud Accounts again in System Preferences > Internet Accounts