Workflows

Breakdown Documents into Study Notes using Templating MistralAI and Qdrant

Explore this Workflow. Built for next generation AI app & agent building.

This rantir workflow takes in a document such as a research paper, marketing or sales deck, or company filings, and breaks them down into 3 templates: study guide, briefing doc, and timeline.

These templates are designed to help a student, associate, or clerk quickly summarize, learn, and understand the contents to be more productive.

     
  • Study guide - a short quiz of questions and answers generated by the AI Agent using the contents of the document.
  •  
  • Briefing Doc - key information and insights are extracted by the AI into a digestible form.
  •  
  • Timeline - key events, durations, and people are identified and listed into a simple-to-understand timeline by the AI.

How it works

     
  • A local file trigger watches a local network directory for new documents.
  •  
  • New documents are imported into the workflow, their contents extracted and vectorized into a Qdrant vector store to build a mini-knowledgebase.
  •  
  • The document then passes through a series of template-generating prompts where the AI will perform "research" on the knowledgebase to generate the template contents.
  •  
  • Generated study guide, briefing, and timeline documents are exported to a designated folder for the user.

Requirements

     
  • Self-hosted version of rantir.
  •  
  • Qdrant instance for knowledgebase.
  •  
  • Mistral.ai account for embeddings and AI model.

Customising your workflow

Try adding your own templates or adjusting the existing templates to suit your unique use-case. Anything is quite possible and limited only by your imagination!

Want to go fully local?

A version of this workflow is available which uses Ollama instead. You can download this template here: https://drive.google.com/file/d/1VV5R2nW-IhVcFP_k8uEks4LsLRZrHSNG/view?usp=sharing

Workflow Elements
Merge
Edit Fields (Set)
Loop Over Items (Split in Batches)
Switch
Wait
Local File Trigger
Sticky Note
Summarization Chain
Basic LLM Chain
Question and Answer Chain
Item List Output Parser
Vector Store Retriever
Recursive Character Text Splitter
Read/Write Files from Disk
Convert to File
Extract from File
Aggregate
Split Out
Default Data Loader
Embeddings Mistral Cloud
Mistral Cloud Chat Model
Qdrant Vector Store

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