Provide clothing and beauty product proposition online based on subscriber preferences

Provide clothing and beauty product proposition online based on subscriber preferences. Typically consumer fills in a questionnaire and responds to photo prompts - this is combined with other customer data, including sales, to be analysed to prompt customer product mix proposition. The customers acceptance or rejection of these reinforces the learning loop. Often there remains a human in the loop - especially initially.