Charity Knowledge Assistant: Transforming Non-Profit Operational Efficiency
Challenge: A leading UK charity alliance was struggling with operational bottlenecking. Staff and volunteers spent up to 10 hours a week searching through unstructured documents, Gift Aid rules, funding guidelines, and CRM manuals. They needed a secure, reliable way to find answers and compile reports quickly without exposing donor data.
Solution: Developed 'Charitee Assist', a white-label retrieval-augmented generation (RAG) assistant integrated directly into their existing CRM. Built with Angular and Google Cloud Firebase, the platform uses a private vector database and Gemini API. It processes and indexes policy docs, donor criteria, and operational handbooks. The system is designed as a single-tenant white-label application for individual client security.
Outcome: Reduced internal information retrieval times by 85%. Support volunteers are onboarded in half the time, and the compliance officer saves an estimated 6 hours per week on Gift Aid audits. Zero security incidents reported, and 100% compliance with GDPR standards.
Project Overview
The client needed to address operational silos across several regional branches. Volunteers handling donor queries and grant applications spent significant time cross-referencing internal handbooks and government regulations.
Core Architecture
Telali Ltd designed a secure, single-tenant retrieval-augmented generation (RAG) tool. The key design goal was to guarantee strict data privacy, ensuring that no donor PII (Personally Identifiable Information) could leak into public LLM training sets.
- Secure Ingestion Pipeline: Document parsing of PDFs and Word documents, generating embeddings stored in a secure vector database.
- Context-Aware Retrieval: Semantic search queries the document embeddings first, feeding only the relevant excerpts to the LLM to generate the final response.
- Role-Based Authorization: Permissions linked with the organization’s existing identity management system, ensuring volunteers only query files they are authorized to see.
Deliverables & Impact
Within six weeks of deployment, the assistant answered over 2,500 operational queries with a 98% accuracy rating. The system is hosted in a cost-effective serverless architecture, keeping operational costs below £30/month.
