---
title: "How World Bank Group uses Databricks to eradicate poverty through shared knowledge"
description: "The World Bank Group is building a unified data and AI platform on Databricks to make tens of millions of repository documents and structured operational data findable for teams pursuing shared prosperity. Legacy databases and disconnected document repositories forced researchers to search manually, slowing decisions and limiting the ability to surface lessons learned across its global portfolio. The implementation migrates operational data, applies Unity Catalog governance, uses Databricks Volumes for unstructured content, Genie for natural-language structured queries, a metrics layer for deterministic reporting, and vector search for retrieval-augmented generation over project documents. Because each Genie serves a specific metrics domain, an agentic layer combines intent and domain classification with query decomposition, routing requests among domain agents, RAG, and visualization components before assembling one response; a multi-region feedback prototype was deployed in approximately two and a half days."
---

# How World Bank Group uses Databricks to eradicate poverty through shared knowledge

[Databricks](https://yomu.fyi/company/databricks) · Kacey Hertan · May 22, 2026

**Type:** Problem & solution

## Summary

The World Bank Group is building a unified data and AI platform on Databricks to make tens of millions of repository documents and structured operational data findable for teams pursuing shared prosperity. Legacy databases and disconnected document repositories forced researchers to search manually, slowing decisions and limiting the ability to surface lessons learned across its global portfolio. The implementation migrates operational data, applies Unity Catalog governance, uses Databricks Volumes for unstructured content, Genie for natural-language structured queries, a metrics layer for deterministic reporting, and vector search for retrieval-augmented generation over project documents. Because each Genie serves a specific metrics domain, an agentic layer combines intent and domain classification with query decomposition, routing requests among domain agents, RAG, and visualization components before assembling one response; a multi-region feedback prototype was deployed in approximately two and a half days.

## Context

The World Bank Group had tens of millions of documents and large structured data streams that had never been integrated. Legacy databases made evolving reporting difficult, while researchers and analysts manually searched document libraries, slowing decision-making and limiting access to lessons learned.

## Approach / What changed

The team is unifying structured and unstructured data on Databricks. The implementation uses Unity Catalog for governance, Databricks Volumes for documents, Genie and a metrics layer for structured queries, vector search for retrieval-augmented generation, and an agentic layer that classifies, decomposes, routes, and assembles cross-domain requests.

## Takeaways

- Unity Catalog provides a unified governance interface, while Databricks Volumes manages unstructured document content alongside structured data on the same platform.
- A metrics layer was added after early Genie deployments produced inconsistent structured-query results, enabling deterministic answers for financial and operational reporting.
- The agentic layer routes complex questions across domain-specific Genie agents, a retrieval-augmented-generation agent, and a visualization agent, then returns the results through one interface.

**Tags:** [AI Gateway](https://yomu.fyi/topic/ai-gateway), [Databricks](https://yomu.fyi/topic/databricks), [Genie](https://yomu.fyi/topic/genie), [Retrieval-Augmented Generation](https://yomu.fyi/topic/retrieval-augmented-generation)

- Source: [Databricks](https://www.databricks.com/blog/how-world-bank-group-uses-databricks-eradicate-poverty-through-shared-knowledge)
- Source URL: https://www.databricks.com/blog/how-world-bank-group-uses-databricks-eradicate-poverty-through-shared-knowledge
- Ingested by Yomu: 2026-08-31T03:33:20.128Z

[Read original post](https://www.databricks.com/blog/how-world-bank-group-uses-databricks-eradicate-poverty-through-shared-knowledge)