I built a demand-discovery workflow that scans public web sources for fresh commercial requests that can be fulfilled with lightweight automation and AI tooling. It filters out low-intent noise, checks whether the work is realistically deliverable, and surfaces only opportunities worth reviewing. The goal is to reduce manual prospecting time and focus attention on real demand.