I think the reduction is not trivial. There are various ways it can be meaningfully different: 1. Conversation trail will be present for the human to investiga

I think the reduction is not trivial. There are various ways it can be meaningfully different: 1. Conversation trail will be present for the human to investigate how we got there and leave some promises and commitments behind. 2. It could integrate human feedback in the process to let the human provide additional signal when necessary within the process. This is distinct from OKCupid style pre-emptive data collection and then running a matching algorithm.