Bracey et al. show that impaired antibody responses with age are primarily driven by defective T follicular helper cell maturation rather than intrinsic B cell dysfunction. They identify loss of human-specific CXCL13 + T follicular helper cells and reduced BACH2 and SOX4 as hallmarks of aging-associated humoral immune dysfunction.