Infection with severe acute respiratory syndrome coronavirus 2 (SARS‐CoV‐2) impacts multiple anatomical sites. Whether this is due to the virus itself or is a secondary effect caused by the influx and activation of immune cells is not known. Positron emission tomography (PET) with immunoglobulins can provide insights into which sites and cells are activated in a living animal. Our aim is to use two nanobodies as tools to monitor (1) the distribution of antigen presenting cells (APC) by virtue of their Mafa‐DR expression profile, (2) virus‐infected cells and viral particles using a nanobody against the SARS‐CoV‐2 spike protein. Two [89Zr]‐labeled nanobodies that target the SARS‐CoV‐2 spike protein and major histocompatability complex (MHC) class II antigens (Mafa‐DR), respectively, are used to monitor their distribution during an experimental SARS‐CoV‐2 infection in a nonhuman primate model. Scans are obtained before infection and on Day 3 and 10 post infection (pi) in two macaques each. The [89Zr]anti‐SARS‐CoV‐2 spike nanobody localized to SARS‐CoV‐2‐associated lung lesions and the nasal mucosa, while the [89Zr]anti‐human leukocyte antigen (HLA)‐DR nanobody was predominantly found in non‐affected lung tissue after infection. We also detected, pi, upregulation of the Mafa‐DR signal, indicative of recruitment of professional APCs, in the superior sagittal sinus. [89Zr]‐labeled nanobodies show recruitment of macrophages/monocytes in non‐lesional lung tissue in cynomolgus macaques after experimental infection with SARS‐CoV‐2, as well as accumulation of the spike protein in both lung lesions and the nasal mucosa during infection. These results show the possibility of in vivo monitoring the quality and quantity of immune responses during the initial stages of an infection.