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AI Agents

Enrich Zendesk alerts with AI-powered search in Qdrant

14 nodes 518 204 Automatic trigger
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Workflow Description

Automate alert reception through chat interface, process them with an OpenAI-powered intelligent agent, enrich with data from Google Drive stored in Qdrant's vector database, and automatically update Zendesk tickets with enhanced information.

How it works

  1. 1.Receive alerts via chat interface and trigger workflow activation
  2. 2.Process alerts using an intelligent agent powered by OpenAI
  3. 3.Load documents from Google Drive and split into processable chunks
  4. 4.Store data in Qdrant for fast vector-based retrieval
  5. 5.Enrich alerts with relevant information from the vector database
  6. 6.Update Zendesk tickets with enriched content

Use cases

  • Enhance support tickets with contextual information from internal documentation
  • Improve support team efficiency by providing documented answers linked to each case

Requirements

  • OpenAI API account with access permissions
  • Zendesk account with ticket update privileges
  • Google Drive folder containing reference documents
  • Qdrant account or local instance with sufficient storage

Service Value

Ideal as a smart automation service combining integrations and AI to produce ready-to-use results.

Apps Used

Chat Trigger AI Agent OpenAI Split Out Document Default Data Loader Text Splitter Memory Twitter/X Manual Trigger Google Drive Vector Store

Details

Trigger Automatic trigger
Nodes 14
Apps 11
Views 518
Downloads 204

How to Use

  1. 1.Click "Download Template"
  2. 2.Open your n8n dashboard
  3. 3.Go to Workflows > Import from File
  4. 4.Select downloaded file and configure credentials

Nodes Used (14)

/

When chat message received

Chat Trigger

#1

AI Agent

Agent

#2

OpenAI Chat Model

OpenAI

#3

Split Out

Split Out

#4

Embeddings OpenAI1

OpenAI

#5

Default Data Loader

Document Default Data Loader

#6

Token Splitter1

Text Splitter Token Splitter

#7

Window Buffer Memory

Memory Buffer Window

#8

Embeddings OpenAI2

OpenAI

#9

Extract from File

Extract From File

#10

When clicking ‘Test workflow’

Manual Trigger

#11

Sticky Note

Sticky Note

#12

Sticky Note1

Sticky Note

#13

Sticky Note2

Sticky Note

#14

Pull Mitre Data From Gdrive

Google Drive

#15

Embed JSON in Qdrant Collection

Vector Store Qdrant

#16

Query Qdrant Vector Store

Vector Store Qdrant

#17
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