Retail and consumer goods
“Where should the next store, distributor or van route go?”
Site selection, catchment and cannibalisation analysis, distributor coverage and route-to-market maps.
About Kubinu
Satellite images, survey frames and field records all arrive as grids of cells. Most of them confirm what you already know. A few change the plan: the ward with no registration point, the road that floods every August, the enumeration area too large to walk in a day. We find those cells, check them on the ground, and show exactly where each finding came from.
What we hold to
Every finding is checked with people who know the place before anyone relies on it.
Every layer carries its source, date and method. You can always see where a number came from.
We start from the decision you have to make, then choose the data, not the other way round.
How we work
We agree the decision the map must serve, the area, the data that exists and what done looks like.
Field checks and local knowledge. People who know the place confirm what the data says before anyone relies on it.
Analysis, maps and dashboards, reviewed with your team as they take shape rather than revealed at the end.
Data, method notes and training, so your own team can update the work after we leave.
A defined output, timeline and price.
A monthly allowance of analyst time for maps and answers on a rolling basis.
Kubinu analysts working inside a ministry, agency or programme for a set period.
Track record
years in survey research, national statistics and digital systems
years at Nigeria's National Population Commission, including GIS and enumeration area work
states supported in a national birth registration data programme
civil registration records under governed national reporting built by the founding team
Where the work lands
“Where should the next store, distributor or van route go?”
Site selection, catchment and cannibalisation analysis, distributor coverage and route-to-market maps.
“Where are the unserved customers, and what risk sits under each address?”
Agent and POS network planning, location features for credit models, flood and climate exposure for insurers.
“Where will a tower, line or mini-grid serve the most people for the money?”
Rollout planning, demand mapping from building footprints, asset and outage mapping.
“Where should the hub be, and which routes waste the most time?”
Hub placement, delivery zones, fleet and route analytics, address geocoding for last-mile delivery.
“What is planted where, and can every bag be traced back to a farm?”
Farm boundary mapping, crop monitoring from imagery, outgrower registers and deforestation-free supply evidence.
“Who is missing from the count, the register or the clinic's reach?”
Census and survey frames, civil registration and health facility access, school mapping and disaster response.
Family
Data Druid builds decision intelligence software: governed AI over institutional data, reporting systems and field data platforms. Kubinu does the geospatial work. One founder, one way of working. Clients can engage either company, or both on a single contract.
Company
Questions
No. Census and survey frames are one of six services. Most of the work is location intelligence for companies: where to sell, build, serve and invest, and GeoAI that turns satellite, drone and street imagery into data.
Machine learning applied to maps and imagery: models that find buildings, roads, crops or solar panels in satellite and drone images, estimate demand from building footprints, and answer questions about places in plain language. Every model is checked against field samples before its output is used.
No. Our roots are in Nigerian national statistics, and we work across Africa and beyond. Most of the method travels; local knowledge comes from field partners in each country.
They are sister companies with the same founder. Data Druid builds decision intelligence software; Kubinu does the geospatial work. You can contract either one, or both on a single contract.
Usually a one to two week scoping exercise that ends with a clear map of the decision, the data, the gaps and a fixed price for the build. Many clients start with one state, district or programme before scaling up.
We collect the minimum needed, keep it in access-controlled systems with audit logs, and follow the Nigeria Data Protection Act and the client's own rules. Personal data is removed or aggregated before anything is shared or published.
Yes. We deliver in open formats (GeoPackage, GeoJSON, shapefile, CSV) and can work inside QGIS, ArcGIS or your own platform. You keep the data and the method notes.
Fixed-scope projects are priced per deliverable after the scoping call. Retained support and embedded teams are billed monthly. Book a 30-minute call and we will tell you which fits.
Send a short note about what you need to decide, where, and by when. We reply within two working days with the questions that shape a proposal.