AI Agents

Intelligent Document Search from Google Drive and Zendesk Ticket Creation

26 nodes 283 142 Automatic trigger
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Workflow Description

An automation that uses an AI agent to search Google Drive documents for answers to questions, analyzes text with memory and vector databases, then automatically creates detailed support tickets in Zendesk based on the findings.

How it works

  1. 1.Receive messages from communication channels via Chat Trigger
  2. 2.Process the question using an AI agent powered by OpenAI
  3. 3.Search Google Drive documents using Vector Store technology
  4. 4.Split large documents and enhance search using embedding techniques
  5. 5.Create comprehensive support tickets in Zendesk automatically

Use cases

  • Support team asks about company policies and the system creates a documented ticket automatically
  • Quick search for answers in company documents with automatic documentation in the ticket system

Requirements

  • Active Google Drive account containing text documents and policy files
  • Active Zendesk account with sufficient permissions to create tickets
  • OpenAI API keys and AI agent configuration

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 Document Default Data Loader Text Splitter Memory Split In Batches Output Parser Google Drive Vector Store Zendesk

Details

Trigger Automatic trigger
Nodes 26
Apps 11
Views 283
Downloads 142

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 (26)

/

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

AI Agent1

Agent

#12

OpenAI Chat Model1

OpenAI

#13

Embeddings OpenAI

OpenAI

#14

Loop Over Items

Split In Batches

#15

Sticky Note

Sticky Note

#16

Sticky Note1

Sticky Note

#17

Sticky Note2

Sticky Note

#18

Structured Output Parser

Output Parser Structured

#19

Pull Mitre Data From Gdrive

Google Drive

#20

Embed JSON in Qdrant Collection

Vector Store Qdrant

#21

Query Qdrant Vector Store

Vector Store Qdrant

#22

Qdrant Vector Store query

Vector Store Qdrant

#23

Get all Zendesk Tickets

Zendesk

#24

Update Zendesk with Mitre Data

Zendesk

#25

Move on to next ticket

No Op

#26