# Company knowledge assistant — case study

> An assistant that answers from your own documents, wikis and past projects. Staff ask in plain language and get an exact answer with a link to the…

_Canonical: https://pingvin.dev/cases/company-knowledge-assistant/_

---

1.  [Home](/)
2.  [Cases](/cases/)
3.  Company knowledge assistant

Knowledge & RAG

# Company knowledge assistant

An assistant that answers from your own documents, wikis and past projects.

## Engagement

Industry

Knowledge & RAG

## About the product

An assistant that answers from your own documents, wikis and past projects. Staff ask in plain language and get an exact answer with a link to the source, instead of searching folders. New hires get up to speed in days, not weeks.

## What we did

-   Staff ask in plain language and get an exact answer with a link to the source, instead of searching folders.
-   New hires get up to speed in days, not weeks.

## Stack

-   Qdrant
-   OpenAI embeddings
-   Claude
-   LangChain
-   n8n
-   Custom interface
-   Self-hosted

## Similar problem?

This work came out of the direction below.

-   [AI Automation & AgentsThe work your team keeps doing by hand, done by software instead.](/services/ai-automation/)