← All workCase Study
LLM Location Normalization
Cut manual location lookups from 50% of bookings to 1–2% using OpenAI, Mapbox, and LangSmith.
RoleSenior Backend Engineer & Tech Lead
CompanyDrivado
StackOpenAI SDK, LangSmith, Mapbox
The approach
Built an LLM-powered location normalization service using OpenAI, Mapbox, and LangSmith.
The result
Reduced manual location searches from 50% of bookings to 1–2%.
50%
Manual lookups, before
1–2%
Manual lookups, after