Automate job applications with AI resume tailoring using GPT-4o, LinkedIn & Gmail

Open on n8n.io

$20/month : Unlimited workflows

2500 executions/month

Try free

THE #1 IN WEB SCRAPING

Scrape any website without limits

Try free

HOSTINGER

Early Deal
DISCOUNT 20%

Self-hosted n8n

Unlimited workflows - from $4.99/mo

Try free

#1 hub for scraping, AI & automation

6000+ actors - $5 credits/mo

Try free

Important notice

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

1. Workflow Overview

Stop applying manually. This workflow acts as your personal AI recruiter, automating the end to end process of finding high quality jobs, tailoring your resume, and preparing personalized outreach ...

Best for

Personal Productivity automation workflows
AI Chatbot automation workflows
advanced n8n builders looking for reusable templates

Tools used

n8n-nodes-base.manualtrigger, n8n-nodes-base.googledocs, n8n-nodes-base.httprequest, @n8n/n8n-nodes-langchain.openai, n8n-nodes-base.limit, n8n-nodes-base.filter, n8n-nodes-base.markdown, n8n-nodes-base.gmail

Source and attribution

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

Original n8n.io source

1.1 Workflow description

Title: Automate job applications with AI resume tailoring using GPT-4o, LinkedIn & Gmail
Workflow name: Automate job applications with AI resume tailoring using GPT-4o, LinkedIn & Gmail

Overview

Stop applying manually. This workflow acts as your personal AI recruiter, automating the end-to-end process of finding high-quality jobs, tailoring your resume, and preparing personalized outreach emails to decision-makers.

What this workflow does

Scrapes Real-Time Jobs: Uses Apify to pull live job listings from LinkedIn based on your specific keywords (e.g., "AI Automation").
Smart Filtering: Uses GPT-4o-mini to analyze job descriptions against your skills and automatically discards roles that aren't a good fit.
Hyper-Personalized Resume: Uses GPT-4o to rewrite your "Master Resume" specifically for the target job description.
Document Generation: Creates a new Google Doc with the tailored resume and automatically sets sharing permissions.
Decision Maker Enrichment: Uses Anymail Finder to locate the verified email address of the Company CEO or Hiring Manager.
Cold Email Draft: Generates a personalized pitch in Gmail (Drafts folder) with the link to your custom resume attached.

Setup Requirements

To run this workflow, you will need to set up credentials in n8n for the following services. Please ensure you use n8n credentials and do not hardcode API keys into the HTTP nodes:

Google Drive & Docs: To read your master resume and create new application files.
Apify Account: To run the LinkedIn Job Scraper actor.
OpenAI API Key: For logic (GPT-4o-mini) and writing (GPT-4o).
Anymail Finder API: To find contact email addresses.
Gmail: To create the draft emails.

How to use

Upload Resume: Paste your "Master Resume" text into the first Google Docs node or connect your existing file.
Configure Credentials: Add your API keys in the n8n credentials section for all services listed above.
Set Search Criteria: Update the JSON body in the Apify node with your desired LinkedIn job search URL.
Run: Execute the workflow and watch your drafts folder fill up with ready-to-send applications.

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 clicking ‘Execute workflow’

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

Block 2 - Get a document

Type / Role: n8n-nodes-base.googleDocs - googleDocs
Config choices: Version 2

Block 3 - HTTP Request

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 4 - Message a model

Type / Role: @n8n/n8n-nodes-langchain.openAi - openAi
Config choices: Version 1.8

Block 5 - Limit

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

Block 6 - Filter

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

Block 7 - Message a model1

Type / Role: @n8n/n8n-nodes-langchain.openAi - openAi
Config choices: Version 1.8

Block 8 - Limit1

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

Block 9 - Markdown

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

Block 10 - HTTP Request1

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 11 - Create a document

Type / Role: n8n-nodes-base.googleDocs - googleDocs
Config choices: Version 2

Block 12 - HTTP Request2

Type / Role: n8n-nodes-base.httpRequest - httpRequest
Config choices: Version 4.2

Block 13 - Filter1

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

Block 14 - Create a draft

Type / Role: n8n-nodes-base.gmail - gmail
Config choices: Version 2.1

Block 15 - Share file

Type / Role: n8n-nodes-base.googleDrive - googleDrive
Config choices: Version 3

Block 16 - Main Sticky Note

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

Block 17 - STICKY 1 – Input & Scraping

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

Block 18 - STICKY 2 – AI Filtering

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

Block 19 - STICKY 3 – Resume Writer

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

Block 20 - STICKY 4 – Google Docs

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

Block 21 - STICKY 5 – Email Outreach

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

3. Summary Table

Workflow	Automate job applications with AI resume tailoring using GPT-4o, LinkedIn & Gmail
Complexity	advanced
Nodes	21
Categories	Personal Productivity, AI Chatbot
Author	Websensepro
Published	25 Nov 2025

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

Use the JSON export at /data/workflows/11215/11215.json as the source template for this automation.
2. Import the template into n8n

Open n8n, import the downloaded JSON, and review each node before activating the workflow.
3. Configure credentials and variables

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

Download workflow JSON Original n8n.io source Personal Productivity workflows AI Chatbot workflows

Frequently asked questions

What does Automate job applications with AI resume tailoring using GPT-4o, LinkedIn & Gmail do?

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 Personal Productivity, AI Chatbot use case.

Websensepro

5 workflows

Nodes

n8n-nodes-base.manualtrigger n8n-nodes-base.googledocs n8n-nodes-base.httprequest @n8n/n8n-nodes-langchain.openai n8n-nodes-base.limit n8n-nodes-base.filter n8n-nodes-base.markdown n8n-nodes-base.gmail

Complexity

advanced

Published 25 Nov 2025

Likes 0

View on n8n.io Download Workflow

Install path: /data/workflows/11215/11215.json

Share Your Workflow

Have a useful automation to share? Publish it and help the community.

Submit Your Template How to Submit

Related Workflows

Manage Google Calendar events with Zalo Bot, OpenAI and Gemini

## Quick Overview This workflow lets users manage Google Calendar by sending text or voice messages to a Zalo Official Account bot, transcribing voice notes with Google Gemini and using an OpenAI-powered agent to create, update, list, or delete events, then replying in Zalo with the result. ## How it works 1. Receives an incoming text or voice message through a Zalo Bot trigger. 2. Sends a typing indicator back to the Zalo chat and normalizes key message fields (chat ID, type, text, and voice URL). 3. If the message is a voice note, sends the audio URL to Google Gemini to transcribe it into text. 4. Sends the combined text/transcription to an OpenAI chat model agent that interprets the request in Vietnamese and decides whether to list, create, update, or delete a Google Calendar event. 5. Uses Google Calendar tools to get events and then create, update, or delete the targeted event based on the agent’s extracted parameters. 6. Sends the agent’s Markdown-formatted response back to the user in Zalo, and posts an error message to Zalo if the agent run fails. ## Setup 1. Install the community node package `n8n-nodes-zalo-bot-official` and restart n8n if required. 2. Connect your Zalo Bot API credentials and configure the Zalo webhook URL in your Zalo Official Account so incoming messages reach this workflow. 3. Add a Google Calendar OAuth2 credential and set the target calendar account (currently configured as `[email protected]`) for all calendar operations. 4. Add a Google Gemini (PaLM) API credential for audio transcription and ensure voice messages include a reachable `voice_url`. 5. Add an OpenAI API credential, select the chat model you want to use (currently `gpt-5-mini`), and adjust the system prompt/tone if needed.

View

Screen LinkedIn jobs and generate tailored resume and cover PDFs with Anthropic and DocRaptor

## Quick Overview This workflow collects your job preferences and resume via an n8n form, scrapes fresh LinkedIn job listings with Apify, screens and ranks matches using Anthropic Claude, generates tailored resume and cover letter PDFs via DocRaptor, then emails them to you and logs each match in Google Sheets. ## How it works 1. Receives a form submission with your email, target role, seniority, locations, skills, deal-breakers, and resume text. 2. Calls the Apify LinkedIn Job Scraper API to fetch up to 150 jobs posted in the last 7 days for the provided keywords and location. 3. Removes duplicates and filters out obvious mismatches based on seniority, required years of experience patterns, and location rules. 4. Uses Anthropic Claude (Haiku) to score each remaining job for relevance and eligibility and returns a JSON verdict and fit score. 5. Ranks the results, drops rejected roles, and keeps the top five best-scoring matches. 6. Uses Anthropic Claude (Sonnet) to generate a structured resume JSON and cover letter JSON tailored to each shortlisted job using only facts from your provided profile. 7. Renders the resume and cover letter to HTML, converts them to PDF files with DocRaptor, emails the PDFs to you via Gmail, and appends a tracker row to Google Sheets. ## Setup 1. Add credentials for Anthropic (Claude), Gmail, Google Sheets, and DocRaptor (HTTP Basic Auth with your API key as the username and a blank password). 2. Replace YOUR_APIFY_TOKEN in the Apify HTTP request URL and ensure you have access to the Apify LinkedIn Jobs Scraper actor endpoint used in the workflow. 3. Create a Google Sheet with a “Tracker” tab and set the document ID (YOUR_TRACKER_SHEET_ID) to match your sheet. 4. If you want non-watermarked PDFs, set DocRaptor "test" to false in both PDF generation requests.

View

Triage and route tasks with Google Sheets, GPT-4o-mini, Gmail, Slack, and Google Tasks

## Quick Overview This workflow collects tasks via a webhook, stores validated tasks in Google Sheets, and runs a daily prioritization routine that creates urgent items in Google Tasks with Slack alerts while summarizing medium/low tasks with OpenAI and emailing the digest via Gmail. ## How it works 1. Receives a POST webhook request containing task details and normalizes fields like priority and due date. 2. Validates required fields (including allowed priority values) and rejects invalid submissions with an error. 3. Appends valid tasks to Google Sheets with a pending status and returns a success response to the webhook caller. 4. Runs daily on a schedule, reads tasks from Google Sheets, keeps only pending items, removes duplicates, and sorts them by priority. 5. For high-priority tasks, creates a Google Tasks item and sends a Slack alert. 6. For medium and low-priority tasks, compiles a digest, generates an email-ready summary with OpenAI, and sends it via Gmail. 7. Updates each handled task in Google Sheets with a Processed status and a processed timestamp. ## Setup 1. Create a Google Sheet with columns for taskName, priority, category, dueDate, status, createdAt, and processedAt, and update the spreadsheet and sheet IDs in the Google Sheets steps. 2. Add Google Sheets OAuth2 credentials for both reading and updating/appending rows. 3. Add credentials for Google Tasks, Slack (OAuth2), Gmail, and OpenAI, and set the target Google Task list, Slack destination, and email recipients/subject as needed. 4. Copy the webhook URL from the webhook trigger and configure your task intake source to send POST requests with fields like "Task Name", "Priority", "Category", and "Due Date". 5. Adjust the schedule time and any validation rules (required fields and accepted priority values) to match your process.

View

Need Custom Automation?

Get help designing a custom n8n workflow that connects your stack and fits your process.

Automate job applications with AI resume tailoring using GPT-4o, LinkedIn & Gmail

Workflow preview

Important notice

1. Workflow Overview

Best for

Tools used

Source and attribution

1.1 Workflow description

Overview

What this workflow does

Setup Requirements

How to use

1.2 Logical Blocks

2. Block-by-Block Analysis

Block 1 - When clicking ‘Execute workflow’

Block 2 - Get a document

Block 3 - HTTP Request

Block 4 - Message a model

Block 5 - Limit

Block 6 - Filter

Block 7 - Message a model1

Block 8 - Limit1

Block 9 - Markdown

Block 10 - HTTP Request1

Block 11 - Create a document

Block 12 - HTTP Request2

Block 13 - Filter1

Block 14 - Create a draft

Block 15 - Share file

Block 16 - Main Sticky Note

Block 17 - STICKY 1 – Input & Scraping

Block 18 - STICKY 2 – AI Filtering

Block 19 - STICKY 3 – Resume Writer

Block 20 - STICKY 4 – Google Docs

Block 21 - STICKY 5 – Email Outreach

3. Summary Table

4. Reproducing the Workflow from Scratch

1. Download the workflow JSON

2. Import the template into n8n

3. Configure credentials and variables

4. Test with sample data

5. Activate and monitor

5. General Notes & Resources

Frequently asked questions