The two-wheeler manufacturer faced inefficiencies and fairness issues in their employee training and assessment process. Trainees often shared answers, physical bikes suffered from wear and tear due to repeated handling, and only one person could be assessed at a time. Incomplete setups left by previous trainees also gave away clues, leading to inaccurate evaluations.