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Yes, each one needs to apply for Visa.
You will need to complete another DS-160 and follow all process for your wife. There are options for family (in Brazil I know that has) and you can go for the interview (if it is the case) in the same time.
I travel for US with my wife and my son and I need to ask a Visa in different process for each one of us.