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Executive Summary

Opening a restaurant in Hong Kong is a $500K+ bet. Most people decide using gut feeling, a broker’s pitch, and walking around.

That’s insane when the HK government publishes 3,712 datasets for free.

1
Open Data
3,712 datasets: restaurants, population, transport, rent
2
Math Models
Huff, Gravity, Catchment from academic literature
3
Company Input
Your concept, pricing, target customer calibrate every formula

Then: AI agents (Claude Opus) simulate 10 consumer personas stress-testing the location.

3,712
Open Datasets
17,154
Licensed Restaurants
289
Competitors in 400m
~$0.50
Total Analysis Cost

14 Wa In Fong East, Sheung Wan — historic dried seafood street, transitioning to mixed cafés/galleries. 200m from Sheung Wan MTR.

Each page is atomic: one concept, 50-80 lines, cross-linked. Start anywhere:

  • Open Data — What free government data exists
  • Models — Mathematical formulas, one per page
  • Company Input — How YOUR concept changes the math (NEW)
  • Application — Case study, agent simulation, verdict