AI-Powered LinkedIn Job Search & Personalized Cover Letter Generator
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This workflow revolutionizes your job application process by automatically matching your resume against job descriptions, generating personalized cover letters using AI, and logging high-scoring opportunities into a Google Sheet for easy tracking and follow-up.
About This Workflow
Navigate the competitive job market with an intelligent assistant. This n8n workflow automates the tedious aspects of job searching. It starts by extracting text from your resume stored in Google Drive. Then, for each job posting you feed into it (e.g., from LinkedIn), it leverages an OpenAI-powered AI Agent to analyze both your resume and the job description, calculating a match score and crafting a bespoke cover letter. Only jobs meeting a predefined score threshold are then neatly organized, along with their custom cover letters, into a Google Sheet, streamlining your application process and saving countless hours.
Key Features
- AI-Driven Resume Matching: Automatically compares your resume against job descriptions to provide a relevance score.
- Personalized Cover Letter Generation: Dynamically creates unique, two-paragraph cover letters tailored to each specific job and your resume.
- Automated Data Extraction: Extracts content from your resume PDF stored in Google Drive.
- Smart Filtering: Filters job opportunities based on a customizable AI match score (e.g., only keep jobs with a score of 50 or higher).
- Centralized Tracking: Logs matched jobs and their generated cover letters directly into a Google Sheet for effortless management.
How To Use
- Initial Job Data: Connect a preceding node (e.g., an HTTP Request to a job board API, a Web Scraper for LinkedIn, or a custom trigger) to provide job descriptions to the 'Loop Over Items' node.
- Download Resume: In the 'Download file' (Google Drive) node, ensure the
fileIdpoints to your resume PDF in Google Drive. Your Google Drive credentials must be set up. - AI Integration: The 'OpenAI Chat Model' node requires your OpenAI API credentials. The workflow uses
gpt-4.1-mini, but you can adjust the model if desired. - Customize AI Agent: The 'AI Agent' node contains the prompt for job matching and cover letter generation. Feel free to refine this prompt to match your specific needs, tone, or scoring criteria.
- Set Score Threshold: Adjust the
rightValuein the 'Score Filter' node to modify the minimum match score required for a job to be considered relevant (currently set to 50). - Google Sheet Setup: In the 'Append or update row in sheet' (Google Sheets) node, specify your target spreadsheet URL and sheet name. Ensure your Google Sheets credentials are properly configured. The workflow is set to update rows based on the 'link' column, preventing duplicate entries.
Apps Used
Workflow JSON
{
"id": "e1371229-b69d-44eb-9432-988e7f9ec856",
"name": "AI-Powered LinkedIn Job Search & Personalized Cover Letter Generator",
"nodes": 16,
"category": "Personal",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
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ID: e1371229-b69d...
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