Automated workflow
Workflow Description
An intelligent automated workflow combining an AI agent powered by Mistral with document processing and vector-based search. It analyzes content, splits it intelligently, stores embeddings in a vector database, and enables interaction via Twitter and live chat.
How it works
- 1.Trigger the workflow via manual start, HTTP request, or chat interface
- 2.Process uploaded documents and split them into logical chunks using recursive character splitting
- 3.Generate embeddings for text chunks and store them in Qdrant vector store
- 4.Execute an AI agent using Mistral to answer user queries based on stored documents
- 5.Support real-time interaction through Twitter/X and direct chat channels
Use cases
- Intelligent customer support assistant that answers questions using internal knowledge bases
- Automated document analysis and content distribution system for social media
Requirements
- Mistral Cloud API key for language model access
- Qdrant database credentials for vector storage and retrieval
- Twitter/X authentication for automated posting (optional)
Service Value
Ready-made workflow template for automation delivery and service execution.
Apps Used
Details
How to Use
- 1.Click "Download Template"
- 2.Open your n8n dashboard
- 3.Go to Workflows > Import from File
- 4.Select downloaded file and configure credentials
Nodes Used (33)
When clicking "Test workflow"
Manual Trigger
Get This Week's Menu
HTTP Request
Extract Available Courses
Code
Extract Server Data
HTML Page
Get Course Metadata
Set
Get Recipe
HTTP Request
Embeddings Mistral Cloud
Embeddings Mistral Cloud
Default Data Loader
Document Default Data Loader
Merge Course & Recipe
Merge
Prepare Documents
Set
Recursive Character Text Splitter
Text Splitter Recursive Character Text Splitter
Chat Trigger
Chat Trigger
Extract Recipe Details
HTML Page
Qdrant Recommend API
Tool Workflow
Execute Workflow Trigger
Execute Workflow Trigger
Mistral Cloud Chat Model
Lm Chat Mistral Cloud
Get Tool Response
Set
Wait for Rate Limits
Wait
Get Mistral Embeddings
HTTP Request
Use Qdrant Recommend API
HTTP Request
Get Recipes From DB
Code
Save Recipes to DB
Code
Sticky Note
Sticky Note
Sticky Note1
Sticky Note
Sticky Note2
Sticky Note
Sticky Note3
Sticky Note
Sticky Note4
Sticky Note
AI Agent
Agent
Sticky Note5
Sticky Note
Sticky Note6
Sticky Note
Qdrant Vector Store
Vector Store Qdrant
Sticky Note7
Sticky Note
Sticky Note8
Sticky Note