Curated

(5/5)

Customer Insights with Qdrant, Python and Information Extractor

Step 1. Starting Fresh For this demo, we'll clear any existing records in our Qdrant vector store for the selected company. We do this using the Qdrant's delete points API.

Integrations Used (9)

Documentdefaultdataloader

Textsplitterrecursivecharactertextsplitter

Workflow Structure (24 nodes)

100%

Manual Trigger

When clicking ‘Test workflow’

Set

Set Variables

Http Request

Clear Existing Reviews

Html

Extract Reviews

Http Request

Get TrustPilot Page

Set

Zip Entries

Split Out

Reviews to List

Langchain.embeddings Open Ai

Embeddings OpenAI

Langchain.vector Store Qdrant

Qdrant Vector Store

Langchain.document Default Data Loader

Default Data Loader

Langchain.text Splitter Recursive Character Text Splitter

Recursive Character Text Splitter

Set

Prep Values For Trigger

Execute Workflow

Trigger Insights

Execute Workflow Trigger

Set

Set Variables1

Http Request

Find Reviews

Code

Apply K-means Clustering Algorithm

Split Out

Clusters To List

Filter

Only Clusters With 3+ points

Http Request

Get Payload of Points

Langchain.lm Chat Open Ai

OpenAI Chat Model

Langchain.information Extractor

Customer Insights Agent

Set

Prep Output For Export

Google Sheets

Export To Sheets

Node Types:

trigger

transform

default

logic

http

action

code

Requires credentials

Prerequisites

Required Credentials (3)

Google Sheets

Used by: Export To Sheets

Docs

OpenAI

Used by: Embeddings OpenAI, OpenAI Chat Model

Docs

Qdrant

Used by: Get Payload of Points, Find Reviews +2 more

Docs

Multiple services required

This workflow needs 3 different credentials. Make sure you have accounts for all services before importing.

Complexity

Advanced

Expert level. Custom code, complex logic, many integrations.

Setup time: ~50 min

Score: 70/100

Custom Code

7 Integrations

When to Use This Workflow

AI-Powered Content Creation

Automate content generation, summarization, or analysis using AI capabilities.

Save hours of manual work while maintaining quality and consistency.

Automated Reporting

Automatically collect and organize data into spreadsheets for analysis.

Spend less time on data entry and more time on insights.

Real-time Response

React instantly when events happen - new orders, form submissions, or API calls.

Zero delay between trigger and action for time-sensitive workflows.

workflow.json

{
  "meta": {
    "instanceId": "408f9fb9940c3cb18ffdef0e0150fe342d6e655c3a9fac21f0f644e8bedabcd9"
  },
  "nodes": [
    {
      "id": "63501cc8-77c9-4037-9f70-da23b6d20b03",
      "name": "When clicking ‘Test workflow’",
      "type": "n8n-nodes-base.manualTrigger",
      "position": [
        280,
        440
      ],
      "parameters": {},
      "typeVersion": 1
    },
    {
      "id": "00de989c-d9e9-4b42-b5db-7097800a6017",
      "name": "Zip Entries",
      "type": "n8n-nodes-base.set",
...