Artificial intelligence / RAG / Knowledge management
COAR
Intelligence Box
Problem
Reviewing Country Office Annual Reports requires navigating a large body of structured and unstructured knowledge.
Approach
A 100% local Retrieval-Augmented Generation solution for ingestion, chunking, embeddings, semantic search and AI-generated review.
Technology
Ollama · Qdrant · FastAPI · React · Python · Vector search
Impact
Question reports, compare against UNICEF guidance and identify gaps without sending knowledge to the cloud.