I ran my own startup through our data engine. It gave us a 70/100.

Hi PH! I’m Lily, a UX designer and founding member of a startup.

I hate uncertainty. So our team built an agent to stress-test business ideas using 200k+ data points, replacing polite AI hallucinations with cold, hard math.

We were so confident that we ran a full business viability analysis ON our own product. I expected a 95. It gave us a 70. It brutally pointed out that our TAM was smaller than our "vision" and forced us to face reality. It was a punch to the ego, but that 70 was the most honest, hallucination-free feedback we ever received.

I just wanted to drop by, say hi, and connect with fellow makers who are also choosing painful data over comforting lies. Keep building!