AI-Powered LinkedIn Candidate Sourcing & Scoring
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Automate your recruitment process by leveraging AI to analyze job descriptions, find relevant LinkedIn profiles, scrape their details, and score them against your requirements. This workflow significantly reduces manual sourcing time and helps identify top talent faster.
About This Workflow
This robust n8n workflow revolutionizes talent acquisition by integrating advanced AI with powerful web scraping capabilities. Simply provide a job description, and the system intelligently extracts key requirements using a Langchain agent powered by OpenAI. It then autonomously searches Google for matching LinkedIn profiles, utilizing Apify to thoroughly scrape relevant candidate data. Finally, an AI model scores each profile against the job description, providing a data-driven suitability assessment, with all insights neatly organized and saved into Google Sheets. Streamline your hiring pipeline and discover the best candidates with unparalleled efficiency.
Key Features
- Intelligent Job Description Analysis: Utilizes AI (Langchain + OpenAI) to automatically parse job descriptions and extract critical requirements and keywords.
- Automated LinkedIn Profile Discovery: Leverages Google Custom Search to find and identify relevant LinkedIn profiles based on extracted job details.
- Robust Data Scraping with Apify: Integrates with Apify to reliably scrape comprehensive information from identified LinkedIn profiles.
- AI-Driven Candidate Scoring: Employs an OpenAI model to evaluate and score scraped profiles against the original job description, offering data-backed insights into candidate suitability.
- Centralized Reporting: Automatically saves all extracted job details, scraped profile information, and AI scores into a Google Sheet for easy access and analysis.
How To Use
- Input Job Description: Start by providing your job description to the 'Job Description Input' (chatTrigger) node. This can be done via its webhook or a connected chat interface.
- Configure AI (OpenAI): Ensure your OpenAI API credentials are configured within n8n for the 'OpenAI Chat Model' and 'LLM Scoring' nodes to enable intelligent extraction and scoring.
- Set Up Google Custom Search: Provide your Google Custom Search API Key and your Custom Search Engine ID (CSE ID) in the 'Google Custom Search API Request' node.
- Integrate Apify: Connect your Apify account by adding your Apify API Token to the 'Run Apify Scraper' and 'Check Scraping Status' nodes. You may also need to specify the Apify actor ID for LinkedIn scraping.
- Google Sheets Destination: Authenticate your Google Sheets account and specify the Spreadsheet ID and the name of the sheet where you want the candidate data and scores to be saved in the 'Save to Google Sheets' node.
Apps Used
Workflow JSON
{
"id": "5c5ee60e-dbdf-40c3-b308-36916973e1f0",
"name": "AI-Powered LinkedIn Candidate Sourcing & Scoring",
"nodes": 26,
"category": "Operations",
"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: 5c5ee60e-dbdf...
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