This dataset contains the list of plant species that have been observed on the French territory using the Pl@ntNet application and that are NOT know as being either native or naturalized according to Kew's Plants of the World Online repository (POWO). Such species are typically exotic species managed by humans in anthropized environments such as guardens, houses or cultivated areas. This includes commercialized plants for various usage such as ornemental plants, eatable plants, phytotherapy, etc. The list contains 5,589 species, each associated with its scientific name and the number of valid Pl@ntNet observations of that species geo-localized in the metropolitan French territory.