BACKGROUND
Honda Motorcycle & Scooter India (HMSI) is one of India's largest two-wheeler manufacturers, operating an extensive nationwide ecosystem of distributors, dealers, sub-dealers, ASC/AD workshops, branches, and premium BigWing outlets. The two-wheeler market in India is highly competitive, and automobile manufacturers are investing in technology to maintain their competitiveness and gain market share. Besides that, Honda, as a global brand, prides itself on maintaining consistent, high service quality and operational readiness, and on offering its customers a positive experience.Honda manages complex multi-layered evaluation frameworks. During its evaluation exercises, Honda found that the digital systems faced significant architectural and usability challenges, disrupting nationwide evaluations. It affected the efficiency of Honda's field teams, and the evaluation data were unreliable, hampering efforts to improve efficiency.
