The UPSC ensures fairness in the examination process through several measures. This includes a transparent evaluation process, standardized question papers, and the use of technology to minimize bias. Furthermore, the presence of an independent civil service commission provides oversight and ensures adherence to regulations. Additionally, provisions for grievance redressal allow candidates to address any discrepancies. These mechanisms collectively enhance the integrity and credibility of the examination, fostering a level playing field for all aspirants.