The fact that they had a functional prototype, regardless of how horrible the technical implementation was, showed me that they were serious and I'd be able to communicate technical aspects to them much easier.
The takeaway is that you don't even need to learn to code to get that far, even WordPress with the right plugins can build a convincing prototype and quickly show a proof of concept to a technical developer that can take it from there.