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success story

Leveraging AI for automated vehicle evaluation

A machine vision-based digital solution to improve the vehicle inspection process.
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challenge
The existing car evaluation process was based on heuristics, resulting in high variability in assessment and suboptimal accuracy. Erroneous estimations led to dissatisfied customers and lost new sales opportunities. The evaluation included 10+ external defects such as dents, scratches, or rust with varying severities that needed to be assessed for 100+ different vehicle models. The heterogeneity in the dealership infrastructure and ambient conditions further added to the complexity.
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solution
Nagarro engineered a tablet-based solution with built-in positioning guidance to automatically capture standard images of car components. These images are processed in real-time to identify the type, location, and severity of the external body defects, including those that are not visible to the naked eye. Based on the assessment, the solution also recommends reconditioning jobs to the evaluator.
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outcome
Nagarro’s machine vision-based solution with the ability to accurately detect external defects without human intervention can optimize several business processes such as quality control in manufacturing and supply chain, inspection at service centers, and insurance premium calculation. It reduces dependency on skilled evaluators, decreases the vehicle evaluation time, and offers customers a consistent and transparent experience across dealerships. It also reduces the training time for new evaluators significantly.