Key Data at Your Fingertips: RAG, AI Agent, Knowledge Bank by Katya DominguezKey Data at Your Fingertips: RAG, AI Agent, Knowledge Bank by Katya Dominguez

Key Data at Your Fingertips: RAG, AI Agent, Knowledge Bank

Katya Dominguez

Katya Dominguez

The problem

A government team spent hours hunting for answers across internal documents, reports and procedures. Every answer also had to follow the team's SOPs.

What I built

Structured ingestion: I curated the team's documents and SOPs, cleaned them and indexed them.
Retrieval (RAG): the system finds the passages that answer each question.
Grounded answers: the AI answers from the team's own material.
A Voiceflow assistant, where staff ask their questions day to day.
Ai Knowledge Bank: retrieval-augmented generation (RAG).
Ai Knowledge Bank: retrieval-augmented generation (RAG).

Tools

Voiceflow, OpenAI and n8n, with retrieval-augmented generation (RAG).

The result

Search time fell 50%.
The team saves 15+ hours every week.
SOP compliance went up.

My role

I designed the knowledge architecture and the retrieval, built the Voiceflow assistant and its integrations, tested the answers and handed the system over.

Next step

Private knowledge systems are a Custom Production AI System. Start with the Free AI Systems Fit Call and bring the questions your team asks most.
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Posted Oct 22, 2026

Search time fell 50% and staff save 15+ hours a week. I built a private RAG knowledge bank in Voiceflow that answers a government team from its own SOPs.