When manufacturing sample boards for RF certification, what key factors must be managed to ensure identical performance with the final production boards?

Manufacture the samples using the exact same Bill of Materials (BOM) and the same PCB manufacturer as final production. Additionally, base the test firmware on the production version, adding only the required test modes (DTM) to maintain operational parity.