A new and distinct cultivar of Astilbe plant named ‘Smile At Me’, characterized by its compact and broadly upright plant habit dark green leaves freely and uniformly flowering habit dark pink-colored flowers that are positioned just above the foliar plane on strong reddish brown-colored stems and good container and garden performance.