Home Par Baked Hyperlocal Stockist Map in One Weekend

Hyperlocal Stockist Map in One Weekend

A simple map and stockist directory experiment built to see how far AI can get before location data quality becomes the main problem.

Hyperlocal Stockist Map in One Weekend

Idea

Build a tiny stockist finder that feels good enough for a small business before the usual endless mapping product scope creeps in.

Status

We got a map, a searchable list, and a better appreciation for how quickly messy data becomes the real project.

Problems Faced

  • The AI was happy to assume coordinates existed and were correct.
  • Layout work moved faster than the information it depended on.

Techniques That Helped

  • Build the editor assumptions and the public experience side by side.
  • Use fake but realistic data early.

Lessons Learned

Location-based tools look solved until the data starts arriving from humans.