Traditionally, color quality validation and approval during manufacturing follows a manual, effort-intensive process based on subjective assessments. Physical samples are often being shipped multiple times across the globe between brands and their suppliers in a time-consuming process resulting in added courier costs, increased lead-times, a large carbon footprint and lost sales. Nevertheless, the desired color result is often not achieved.