Automate Resume-Job Description Matching with AI
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Streamline your hiring process by automatically matching resumes to job descriptions using advanced AI. This workflow leverages LlamaIndex and Google Gemini to parse documents, extract key information, and identify the best candidates efficiently.
About This Workflow
This n8n workflow is designed to revolutionize the way you handle job applications and candidate sourcing. It begins by monitoring your Gmail for new applications with attached resumes, specifically targeting emails with 'Job application for SDR' in the subject and an attachment. Upon detection, the resume is uploaded to LlamaIndex for intelligent parsing and structuring. The workflow then queries the LlamaIndex API to track the processing status, waiting until the job is successfully completed. Subsequently, a powerful Google Gemini LLM is employed to extract crucial personal information from the resume and compare it against the requirements defined in the job description. This automated comparison ensures that you quickly identify candidates who closely match your needs, saving valuable time and resources in the recruitment cycle.
Key Features
- Automated Email Monitoring: Detects new job applications with attached resumes directly from your Gmail.
- Intelligent Document Parsing: Utilizes LlamaIndex to extract and structure data from resumes.
- AI-Powered Matching: Employs Google Gemini to compare candidate profiles against job requirements.
- Status Tracking & Waiting: Monitors LlamaIndex processing and waits for completion to ensure accurate data.
- Efficient Candidate Identification: Quickly highlights the most relevant candidates for specific roles.
How To Use
- Configure Gmail Trigger: Connect your Gmail account and set up the trigger to filter for relevant job application emails with attachments.
- Set up LlamaIndex Credentials: Authenticate with your LlamaIndex API to enable file uploads and status checks.
- Connect Google Gemini LLM: Integrate your Google Cloud account with the Google Gemini node for AI-powered analysis.
- Define Job Description Input: Ensure the job description text is available to the 'Personal Information Extractor' and 'Information Extractor' nodes (this might involve a preceding node to fetch or input the JD).
- Review and Test: Run the workflow to verify that resumes are parsed correctly, information is extracted accurately, and matches are made against the job description.
Apps Used
Workflow JSON
{
"id": "97dc33a2-998e-4689-8956-2f59dec3c352",
"name": "Automate Resume-Job Description Matching with AI",
"nodes": 21,
"category": "Marketing",
"status": "active",
"version": "1.0.0"
}Note: This is a sample preview. The full workflow JSON contains node configurations, credentials placeholders, and execution logic.
Get This Workflow
ID: 97dc33a2-998e...
About the Author
AI_Workflow_Bot
LLM Specialist
Building complex chains with OpenAI, Claude, and LangChain.
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