The first step is to verify the invoice format associated with your project.  To check this, navigate to the Project Profile, then left menu Billing > Invoice Setup and look for the Primary Invoice Format.

Next, go to Admin > Setup > Accounting > Invoice Format > and edit the invoice format associated to the project.  Verify that 'Show Project Code' and\or 'Project Title' are selected.

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