Genetic diversity is an important factor reflecting the resistance stability and resilience of species. The prevailing view in population genetics is that species attempt to adopt various strategies to avoid the harms of inbreeding. We speculate that sometimes individuals do not reject mating requests from relatives when choosing mates. Moose (Alces alces cameloides) in the Greater Khingan Mountains (GKM) of China is a first-class key protected species. It represents the southernmost distribution of moose globally and serves as a thermosensitive species of global significance. Based on the state of moose in China, we used a non-invasive sampling method to conduct a series of studies on genetic diversity and inbreeding. The mitochondrial and nuclear genetic diversity of moose in this area are at a moderately high level worldwide, with good individual genetic quality, a high level of overall genotype heterozygosity. The Bayesian gene flow level indicates gene exchange between local populations. Molecular pedigrees revealed instances where individuals mated with their offspring or even grandchildren. The correlation coefficients between moose mating pairs were significantly higher than those of random mating. Therefore, there is no evidence that individuals in the GKM avoid inbreeding, and under these circumstances, there has not been a negative impact on genetic diversity of the moose population, as well as the genetic quality and genotype heterozygosity of offspring. In the context of future climate change and human activities, we need to closely monitor the long-term impact of this mating choice on the survival of the GKM moose population and promptly develop corresponding conservation and management strategies.