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Automate web research & analysis with Oxylabs & GPT for comprehensive reports

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Automate web research & analysis with Oxylabs & GPT for comprehensive reports preview
Open on n8n.io

Important notice

This workflow is provided as-is. Please review and test before using in production.

1. Workflow Overview

Fully automate deep research from start to finish: scrape Google Search results, select relevant sources, scrape & analyze each source in parallel, and generate a comprehensive research report. Who...

Best for

  • Market Research automation workflows
  • AI RAG automation workflows
  • advanced n8n builders looking for reusable templates

Tools used

@n8n/n8n-nodes-langchain.chattrigger, n8n-nodes-oxylabs-ai-studio.oxylabsaistudio, n8n-nodes-base.splitout, n8n-nodes-base.set, n8n-nodes-base.datatable, n8n-nodes-base.if, n8n-nodes-base.aggregate, n8n-nodes-base.wait

Source and attribution

This workflow is cataloged by N8N Workflows and links back to its original n8n.io source page by Vytenis.

Original n8n.io source

1.1 Workflow description

Title
Automate web research & analysis with Oxylabs & GPT for comprehensive reports
Workflow name
Automate web research & analysis with Oxylabs & GPT for comprehensive reports

Fully automate deep research from start to finish: scrape Google Search results, select relevant sources, scrape & analyze each source in parallel, and generate a comprehensive research report.

Who is this for?

This workflow is for anyone who needs to research topics quickly and thoroughly: content creators, marketers, product managers, researchers, journalists, students, or anyone seeking deep insights without spending hours browsing websites. If you find yourself opening dozens of browser tabs to piece together information, this template will automate that entire process and deliver comprehensive reports in minutes.

How it works

  1. Submit your research questions through n8n's chat interface (include as much context as you need)
  2. AI generates strategic search queries to explore different angles of your topic (customize the number of queries as needed)
  3. Oxylabs scrapes Google Search results for each query (up to 50 results per query)
  4. AI evaluates and selects sources that are the most relevant and authoritative
  5. Content extraction runs in parallel as Oxylabs scrapes each source and AI extracts key insights
  6. Summaries are collected in n8n's data table for final processing
  7. AI synthesizes everything into a comprehensive research report with actionable insights

See the complete step-by-step tutorial on the n8n blog.

Requirements

  • Oxylabs AI Studio API keyGet a free API key with 1000 credits
  • OpenAI API key (or use alternatives like Claude, Gemini, and local Ollama LLMs)

Setup

  1. Install Oxylabs AI Studio as shown on this page
  2. Set your API keys:
    • Oxylabs AI Studio
    • OpenAI
  3. Create a data table
  4. Select the table name in each data table node
  5. Create a sub-workflow:
    • Select the 3 nodes (Scrape content, Summarize content, Insert row)
    • Right-click
    • Select “Convert 3 nodes to sub-workflow”
  6. Edit the sub-workflow settings for for parallel execution:
    • Mode: Run once for each item
    • OptionsAdd Optiondisable “Wait For Sub-Workflow Completion”

Once you finish all these setup steps, you can run the workflow through n8n's chat interface. For example, send the following message:

I'm planning to build a wooden summer house and would appreciate guidance on the process. What are the key considerations I should keep in mind from planning through completion? I'm particularly interested in the recommended construction steps and which materials will ensure long-term durability and quality.

Customize this workflow for your needs

Feel free to modify the workflow to fit the scale and final output your project requires:

  • To reuse this workflow, clear the data table after the final analysis by adding a Data table node with the Delete row(s) action
  • Scale up by processing more search queries, increasing results per query beyond 10, and selecting additional relevant URLs
  • Enable JavaScript rendering in Oxylabs AI Studio (Scraper) node to ensure all content is gathered
  • Adjust the system prompts in LLM nodes to fit your specific research goals
  • Explore other AI Studio apps like Browser Agent for interactive browser control or Crawler for mapping entire websites
  • Connect other nodes like Google Sheets, Notion, Airtable, or webhooks to route results where you need them

1.2 Logical Blocks

This catalog entry is organized from the workflow JSON. The node-level section below shows the executable blocks available for review before importing the template.

2. Block-by-Block Analysis

Block 1 - When chat message received

Type / Role
@n8n/n8n-nodes-langchain.chatTrigger - chatTrigger
Config choices
Version 1.3

Block 2 - Search Google

Type / Role
n8n-nodes-oxylabs-ai-studio.oxylabsAiStudio - oxylabsAiStudio
Config choices
Version 1

Block 3 - Split URLs

Type / Role
n8n-nodes-base.splitOut - splitOut
Config choices
Version 1

Block 4 - Split queries

Type / Role
n8n-nodes-base.splitOut - splitOut
Config choices
Version 1

Block 5 - Get number of URLs

Type / Role
n8n-nodes-base.set - set
Config choices
Version 3.4

Block 6 - Get all data

Type / Role
n8n-nodes-base.dataTable - dataTable
Config choices
Version 1

Block 7 - Get current data for polling

Type / Role
n8n-nodes-base.dataTable - dataTable
Config choices
Version 1

Block 8 - If all data exists

Type / Role
n8n-nodes-base.if - if
Config choices
Version 2.2

Block 9 - Extract IDs

Type / Role
n8n-nodes-base.aggregate - aggregate
Config choices
Version 1

Block 10 - Wait 60s

Type / Role
n8n-nodes-base.wait - wait
Config choices
Version 1.1

Block 11 - Wait 10s

Type / Role
n8n-nodes-base.wait - wait
Config choices
Version 1.1

Block 12 - Sticky Note

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 13 - Sticky Note1

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 14 - Sticky Note2

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 15 - Sticky Note3

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 16 - Sticky Note4

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 17 - Sticky Note5

Type / Role
n8n-nodes-base.stickyNote - stickyNote
Config choices
Version 1

Block 18 - Create search queries

Type / Role
@n8n/n8n-nodes-langchain.openAi - openAi
Config choices
Version 2

Block 19 - Pick URLs

Type / Role
@n8n/n8n-nodes-langchain.openAi - openAi
Config choices
Version 2

Block 20 - Scrape content

Type / Role
n8n-nodes-oxylabs-ai-studio.oxylabsAiStudio - oxylabsAiStudio
Config choices
Version 1

Block 21 - Insert row

Type / Role
n8n-nodes-base.dataTable - dataTable
Config choices
Version 1

Block 22 - Summarize content

Type / Role
@n8n/n8n-nodes-langchain.openAi - openAi
Config choices
Version 2

Block 23 - Final analysis

Type / Role
@n8n/n8n-nodes-langchain.openAi - openAi
Config choices
Version 2

3. Summary Table

Workflow Automate web research & analysis with Oxylabs & GPT for comprehensive reports
Complexity advanced
Nodes 23
Categories Market Research, AI RAG
Author Vytenis
Published 04 Nov 2025

4. Reproducing the Workflow from Scratch

  1. 1. Download the workflow JSON

    Use the JSON export at /data/workflows/10504/10504.json as the source template for this automation.

  2. 2. Import the template into n8n

    Open n8n, import the downloaded JSON, and review each node before activating the workflow.

  3. 3. Configure credentials and variables

    Replace placeholder credentials, API keys, webhook URLs, account IDs, and environment-specific values with your own settings.

  4. 4. Test with sample data

    Run the workflow manually or in a staging workspace, inspect node output, and confirm downstream systems receive the expected data.

  5. 5. Activate and monitor

    Enable the workflow only after testing, then monitor executions, errors, and rate limits during the first production runs.

5. General Notes & Resources

Review imported nodes carefully before activation. This catalog entry is intended to help you inspect the workflow structure, understand required services, and find related templates faster.

Node names, credentials, schedules, webhook paths, and external service limits may need adjustment for your workspace.

Frequently asked questions

What does Automate web research & analysis with Oxylabs & GPT for comprehensive reports do?

Fully automate deep research from start to finish: scrape Google Search results, select relevant sources, scrape & analyze each source in parallel, and generate a comprehensive research report. Who...

What do I need before importing this workflow?

Review the workflow JSON, configure any required credentials in n8n, and test the automation in a safe workspace before using it in production.

Can I customize this workflow?

Yes. Use the block-by-block analysis and the downloadable JSON to inspect each node, then adjust credentials, prompts, schedules, filters, or destinations for your Market Research, AI RAG use case.