The marketing-qualified lead — defined by a score derived from behavioural signals that a prospect had passed a threshold of engagement sufficient to warrant sales attention — served as the operational handshake between marketing and sales functions for the better part of two decades. Its replacement by AI-driven intent models is not a marginal improvement in the machinery; it is a reconception of what demand generation is doing.