AcademyWorkflowsData and reporting

Document Q&A with several models

Operations and support teams that want an AI agent to answer questions from their own PDFs or internal manuals.

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Paste it straight onto an n8n canvas with Ctrl+V or Cmd+V.

Third party software. By copying, downloading or installing it you accept the Academy legal notice: you are responsible for reviewing its code and permissions before use.

save-costs-in-rag-workflows-using-the-q-a-tool-with-multiple-models.json

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What it does

An n8n template that answers questions from a document using the Question and Answer tool connected to a vector store. The agent searches the stored content instead of loading the whole document each time. The simple test store can be swapped for a production vector store.

Use cases

  1. 01Answer staff questions from a policy PDF
  2. 02Build a chat agent over internal manuals
  3. 03Test a question flow before a wider rollout

Connects

AI Agent · Embeddings OpenAI · OpenAI Chat Model · Simple Vector Store · Default Data Loader · Vector Store Question Answer Tool

Questions about
Document Q&A with several models.

What is Document Q&A with several models used for?

Operations and support teams that want an AI agent to answer questions from their own PDFs or internal manuals. An n8n template that answers questions from a document using the Question and Answer tool connected to a vector store. The agent searches the stored content instead of loading the whole document each time. The simple test store can be swapped for a production vector store.

How do I import Document Q&A with several models into n8n?

Copy the workflow JSON from this page and paste it onto the n8n canvas with Ctrl+V or Cmd+V. Then connect your credentials in each node.

Is Document Q&A with several models safe to use?

It passed our automatic scan for credential theft, hidden instructions and risky install commands. Third party open source software. Sabemos AI does not maintain it. Check the code and permissions before you connect it to company data.

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