01
Geo-Spatial Intelligence
Module 2
Overlay OpenStreetMap POIs, municipal transport density, and mobility trends onto H3 spatial grids.
Use Case 08 · Retail & FMCG
Micro-Location Foot-Traffic & Store Site Selection Engine
Geo-spatial H3 grid scoring for physical store location scouting.
Customer need & pain point
The problem this replaces.
- Multimillion-dollar multi-year lease commitments made on outdated demographic data.
Step-by-step execution
How the engine executes it.
02
Spatial Analytics
Module 1 & 2
Analyze nearby competitor density and historical sales performance of existing branches.
03
Multi-LLM Routing
Module 1 & 2
Generate predictive revenue yield estimates per candidate location.
04
Agentic Action
Module 4
Issue executive site-selection dossiers directly to investment committees.
Quantifiable ROI & impact
What changes commercially.
- 32% improvement in new store opening profitability
- 75% faster feasibility analysis.
The “aha” moment
“Site selection went from 3 months of manual surveying to a 10-minute spatial AI generation model.”