Ananda Aradhanai is the directorial debut of Dinesh Baboo, previously a cinematographer. The film was originally titled Aatmaraagam. Scenes involving Mohan and Suhasini were shot at Sathya Studios and Vijaya Gardens.
N. Krishnaswamy of The Indian Expressappreciated the film for Dinesh Baboo's photography, saying that in terms of direction and writing, "has more or less done a good job of it". Krishnaswamy also praised Suhasini for portraying her role "with a great deal of understanding, restraint and class".