Background Health system responsiveness is a complicated issue that guides researchers in determining an efficient methodology to enhance understanding of healthcare systems’ perspectives. Latent class analysis (LCA) helps healthcare professionals to understand discrepancies in patient experience profiles in traditional Chinese medicine (TCM) and maintain measurability in observational settings. This study examined the relationship between patients’ experience profiles and their satisfaction with medical outcomes.Methods The study focused on an annual National Health Insurance survey examining patients’ experiences with medical services in TCM in 2015. We used 11 items from the LCA to develop patients’ experience profiles. A logistic regression model was developed to explore differences in patients’ satisfaction with their treatment outcome across 4 groups identified via the LCA, with adjustment for demographic factors.Results Participants (N=2012) were divided into four groups. Regardless of gender and age, Group 2 (nall) held the lowest satisfaction with treatment outcome relative to those reported by the other 3 groups (odds ratios with p-value: Group 1 (pall): 7.40, Group 3 (nComm): 1.37, Group 4 (Skip): 2.20, p<0.001). Respondents with a more favorable patient experience reported higher satisfaction with treatment outcome.Conclusions More satisfied patients are more likely to engage in healthy behaviors by complying with treatment recommendations and thus produce better outcomes. The World Health Organization (WHO) emphasizes that traditional medicine integrated with Western medicine (WM) can play an important role in achieving the goal of “Health for All.” Health authorities should develop strategies aimed at enhancing patients’ experiences in TCM to contribute to a positive care process.