White label ATMs are those without bank logos, operated by non-bank entities licensed by the RBI to enhance financial inclusion in India. They offer convenience to customers and help banks reduce operational costs, but face challenges such as low transaction volumes and high operating expenses. Despite the potential for financial inclusion, many white label ATMs struggle to be profitable due to competition and operational difficulties.