The primary purpose of a Confidentiality Agreement in a business plan is to protect sensitive and proprietary information from being disclosed to unauthorized parties. This ensures that the business can share important details with potential investors, partners, or employees without the risk of their ideas or intellectual property being stolen or misused. By signing a Confidentiality Agreement, the involved parties agree to keep the information confidential and not to use it for any purpose other than the specified business relationship.