Individuals who have a uterus but are not cisgender women may carry pregnancies; however, academic language around pregnancy remains largely (cis-)woman-centric. There is a dearth of data on the use of (cis-)woman-centric and gender-inclusive language alternatives in research on pregnancy. Furthermore, while the need to include trans, non-binary and gender-diverse people in all steps of the research process has been discussed in the recent scientific literature, there remains a lack of awareness in the field that all research on pregnancy can contribute to inclusiveness through language and terminology. Accordingly, we first review the recent literature to examine the state of gendered language in pregnancy-related research. Second, we discuss why gender-inclusive language should be seen as essential in pregnancy-related research. Third, we provide guidance for gender-inclusive language practices in future research on pregnancy. We reviewed 500 randomly selected publications from a search for the MeSH-major topic “pregnancy” in PubMed with a restriction for publications from the last year on July 23, 2021, human research, and the English language. This review of recent literature showed that 98.8% of publications used (cis-)woman-centric language and 1.2% used gender-inclusive language. We explain how this ubiquitous use of (cis-)woman-centric language contributes to (1) the erasure of gender diversity and (2) inaccurate scientific communication, and (3) has a societal impact, for example by being picked up by students, practitioners, clinicians, policymakers, and the media. We follow with recommendations for gender-inclusive language in every section (i.e., introductions, methods, results, discussions) of research articles on pregnancy. The erasure of gender-diverse people in the rhetoric of research about pregnant people can be addressed immediately, including in the dissemination of results from ongoing studies that did not take gender into consideration in the design phase. This makes gender-inclusive language a crucial first step towards the inclusion of gender-diverse people in health research more globally.