Klara and the Sun by Kazuo Ishiguro

This novel tells the story of Klara, an Artificial Friend with outstanding observational qualities, who, from her place in the store, watches carefully the behaviour of those who come in to browse, and of those who pass on the street outside. She remains hopeful that a customer will soon choose her.