Tom Read Wilson's book 'On the Tip of My Tongue' is a curated list of words with witty analysis of their origins, meanings, and practical applications. The book is divided into sections spanning various aspects of life, including dating, personal development, show business, compliments, curses, and more. The book features words and phrases like 'companion', 'Bayeux Tapestry', and 'JOMO'.