Industrial livestock operations (ILOs), particularly processing facilities, emerged as centers of coronavirus disease 2019 (COVID-19) outbreaks in spring 2020. Confirmed cases of COVID-19 underestimate true prevalence. To investigate prevalence of antibodies against SARS-CoV-2, we enrolled 279 participants in North Carolina from February 2021 to July 2022: 90 from households with at least one ILO worker (ILO), 97 from high-ILO intensity areas (ILO neighbors – ILON), and 92 from metropolitan areas (Metro). Participants provided a saliva swab we analyzed for SARS-CoV-2 IgG using a multiplex immunoassay. Prevalence of infection-induced IgG (positive for nucleocapsid and receptor binding domain) was higher among ILO (63%) compared to ILON (42.9%) and Metro (48.7%) participants (prevalence ratio [PR] =1.38; 95% confidence interval [CI]: 1.06, 1.80; ref. ILON and Metro combined). Prevalence of infection-induced IgG was also higher among ILO participants compared to an Atlanta healthcare worker cohort (PR=2.45, 95% CI: 1.8, 3.3) and a general population cohort in North Carolina (PRs 6.37-10.67). Infection-induced IgG prevalence increased over the study period. Participants reporting not masking in public in the past two weeks had higher infection-induced IgG prevalence (78.6%) compared to participants reporting masking (49.3%) (PR=1.59; 95% CI: 1.19, 2.13). Lower education, more people per bedroom, Hispanic/Latino ethnicity, and more contact with people outside the home were also associated with higher infection-induced IgG prevalence. Similar proportions of ILO (51.6%), ILON (48.4%), and Metro (55.4%) participants completed the COVID-19 primary vaccination series; median completion was more than four months later for ILO compared to ILON and Metro participants.