Hey PH! Software architect & maker here. Let's talk data-driven market intelligence.

Hey everyone,

I have spent over twelve years architecting and engineering production-ready backend systems. Over the years, I have seen countless hours wasted building products based on shallow feedback or social media chatter.

Lately, I became obsessed with a much bigger architectural challenge. I wanted to build a complete intelligence pipeline that isolates real market friction based on active capital. My current project uses dynamic query expansion and semantic embeddings to map verified business pain points directly from open budgets.

The engine goes far beyond just brainstorming concepts. It continuously ingests data, clusters recurring patterns, estimates demand frequency, and structures precise product hypotheses. It is designed to act as an automated lifecycle for market discovery.

I am here to connect with fellow makers, engineers, and product people who value raw database telemetry over assumptions. If you are currently building or launching something, drop it below. I would love to check it out and talk shop.

Let us build things verified by actual market demand.