No. Coffee doesn’t deepen your voice. However, since caffeine is dehydrating, drinking too much of it can have a negative impact on your voice. It's OK to drink a cup of warm coffee before a performance (as long as it's not piping hot) since the warmth can help relax your vocal cords.