Thyroid autoimmunity (TAI) triggered by genetic and epigenetic variation occurs mostly in women of reproductive age. TAI is described mainly by positivity of anti‐thyroid peroxidase antibody (TPO‐Ab) and/or thyroglobulin antibody (TG‐Ab). TPO‐Ab, but not TG‐Ab, was suggested to be associated with pregnancy outcome in euthyroid women undergoing assisted reproductive technology (ART), but their results are conflicting. This meta‐analysis was performed to decide whether the presence of TPO‐Ab—in a concentration dependent manner—correlates with the success of ART. A systematic literature search was performed in the PubMed, Web of Science, and EMBASE databases for relevant articles published from January 1999 to April 2022, and these studies focused on the effect of TAI on pregnancy outcomes of women who underwent in vitro fertilization, intracytoplasmic sperm injection and intrauterine insemination and met the inclusion criteria: (i) the studies were prospective or retrospective study; (ii) all patients undergoing ART were tested for thyroid‐related antibodies; (iii) the assessed ART outcomes included miscarriage rate (MR) or delivery rate (DR). The exclusion criteria were: (i) female congenital uterine malformation, chromosomal diseases and other infectious diseases; (ii) overt hypothyroidism or pre‐existing thyroid disease; (iii) thrombus tendency. We divided the included patients into three groups according to the TPO‐Ab threshold they defined: (i) TPO‐Ab (−), threshold <34 IU/mL; (ii) TPO‐Ab‐34, threshold >34 IU/mL; (iii) TPO‐Ab‐100, threshold >100 IU/mL. We then extracted necessary relevant data, including MR and DR. Egger's test was used to evaluate the risk of publication bias. This meta‐analysis included a total of 7 literatures involving 7466 patients with TAI (−) and 965 patients with TAI (+) and revealed that there was no significant difference between group TPO‐Ab‐34 and group TPO‐Ab (−) in MR [risk ratio (RR): 0.61 (0.35, 1.08), p = 0.09] and DR [RR: 0.97 (0.83, 1.13), p = 0.69]. By contrast, compared to TPO‐Ab (−) group, TPO‐Ab‐100 patients showed markedly higher MR [RR: 2.12 (1.52, 2.96), p = 0.0046], and lower DR [RR: 0.66 (0.49, 0.88), p < 0.0001] with high degree of statistical significance. This meta‐analysis suggests that, for euthyroid patients, high level of TPO‐Ab (>100 IU/mL) could adversely influence the pregnancy outcome of ART.