# Document Q&A — case study

> Upload contracts, reports or manuals and ask questions in natural language. The system pulls the exact clause or figure and quotes where it came from…

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Knowledge & RAG

# Document Q&A

Upload contracts, reports or manuals and ask questions in natural language.

## Engagement

Industry

Knowledge & RAG

## About the product

Upload contracts, reports or manuals and ask questions in natural language. The system pulls the exact clause or figure and quotes where it came from, so nothing is invented.

## What we did

-   The system pulls the exact clause or figure and quotes where it came from, so nothing is invented.

## Stack

-   LlamaIndex
-   pgvector
-   OpenAI
-   OCR
-   LlamaParse
-   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/)