Visual essays.

Follow one bright line from a company certificate down to a human being and learn the Beneficial Ownership Data Standard by operating it: entity, person and relationship statements; claims, not truth; a dated, testable, write-only record. The companion essay shows what to do with it.

After award, the record thins but the risk grows. Follow one bright data line through Uganda's upgraded GPP, then run a real query: 28.5% of competitive tenders attract only one bidder. Watch the data do accountability work.

A $50M contract names a company. Join procurement to ownership data and the same record names a person. Diverse on paper, one owner underneath.

Drag a 3D chamber of 189 alumni; step into six rooms of conversation; watch a school network become adult infrastructure.

Match your source-system reality to the pattern that survives.

Run a query against a wall of scanned contracts and watch it stall.

Make five architecture calls; watch a portal live or die across three years.

Kampala, 143 officers, the question that broke a year-old assumption.

A dam is built once; the contract that pays for it runs for thirty years. Using Bujagali as a worked example, this visual essay opens the project-finance machine inside a public-private partnership.