Field margins, floral plantings, and crops offering nectar and pollen to insects may contribute to ecosystem service delivery (pollination) and ecological intensification of agriculture. The application of machine learning on data collected using low-cost RGB cameras represents a new opportunity to investigate, evaluate, and optimize the attractiveness of such cropping systems to beneficial insects.