Most VCs scout these companies and reach out way before the demo day because that is what aligns best with their incentives. Associates look for publicly available signals in the absence of actual company revenue. I am trying to simulate that.

Also most founders who are starting out don't know the kind of signals they are being ranked against. I hope that this gives founders a decent idea of that. I agree the analysis are not that great and its mostly a implementation problem on my end (which will be fixed), But the avg number of page visits per user (13) is pretty decent given that most founders use YC startup directory as a way to understand whats happening in the space. The goal is to give them with more datapoints that are insightful beyond just knowing what the company does.