# Entry Scout (demo)

> EU public-procurement market entry for a vendor. Enter a company and AI agents map each product to where EU public buyers are heading, then return a source-tagged brief and a draft outreach email. Public demo: fictional vendor, recorded agent runs.

Built by Nicolas Peters Saa in 3 hours at Build It Anyway: Signal Hunt with Apify (#SFTechWeek, European Startup Embassy, San Francisco, Fri 9 Oct 2026). Placed 3rd.

Want it built out fully? Entry Scout is a prototype. To have it built into a complete product, contact Nicolas Peters Saa on LinkedIn: https://www.linkedin.com/in/nicolas-peters-saa-635a501bb

## Pages
- [Story / recap](story/): the hackathon, the 3-hour build, the MVP and the lessons learned
- [Products](products/): recorded agent runs per product
- [Data bank](databank/): 161 labelled EU award notices (TED); each item is a verbatim quote from the notice

## How it works
- Thesis engine: the extraction engine from Nicolas's HSBA master's thesis labels past EU awards into items and states.
- Research agents: Apify actors collect market signals; Claude with web search briefs each top tender.
- Outreach agent: turns past awards, fit and trends into a sourced draft email.

## About the author
- Portfolio: https://nodolas.github.io/NicolasPetersSaa/
- LinkedIn: https://www.linkedin.com/in/nicolas-peters-saa-635a501bb