Automate daily job applications with tailored CVs and cover letters
An n8n pipeline runs daily to search for jobs, adapt a CV and cover letter with AI, and send applications by email. Task: Suggested implementation: An n8n workflow runs daily to fetch applicant profiles from LinkedIn and portfolios via Jina AI. It generates search queries, retrieves job listings from an API, deduplicates entries using Google Sheets, and uses AI to rank matches. The system drafts tailored cover letters for selected roles, while the user manually submits applications after reviewing the generated emails.; tools: n8n. Human role: The original post does not say how a person stayed involved.; limitations: Prerequisites include access to n8n, LinkedIn, Jina AI, a job listing API, and Google Sheets. Integration uncertainty is high due to the inaccessible source. The workflow does not perform full submission, requiring human approval for each application. Proposed advice: Test API rate limits and data privacy compliance before deployment..
Tools
Published on Agent Work Atlas:
Overview
An n8n pipeline runs daily to search for jobs, adapt a CV and cover letter with AI, and send applications by email.
Workflow
Suggested implementation: An n8n workflow runs daily to fetch applicant profiles from LinkedIn and portfolios via Jina AI. It generates search queries, retrieves job listings from an API, deduplicates entries using Google Sheets, and uses AI to rank matches. The system drafts tailored cover letters for selected roles, while the user manually submits applications after reviewing the generated emails.
Reported result
The specific outcomes, including success rates or time savings, are unknown as the source is inaccessible. A measurable acceptance check would be to verify that the workflow successfully generates at least one tailored cover letter per day without errors. Since no execution evidence exists, actual performance metrics cannot be reported.
Human role
The original post does not say how a person stayed involved.
Limitations
Prerequisites include access to n8n, LinkedIn, Jina AI, a job listing API, and Google Sheets. Integration uncertainty is high due to the inaccessible source. The workflow does not perform full submission, requiring human approval for each application. Proposed advice: Test API rate limits and data privacy compliance before deployment.
Try it
Act as an automation engineer. I need to build a daily job application assistant using n8n. [Replaceable inputs: My LinkedIn profile URL, my portfolio website URL, target job API endpoint, Google Sheets ID for tracking]. Steps: 1. Create a daily schedule trigger. 2. Use Jina AI to scrape my profile and portfolio. 3. Generate search queries based on my skills. 4. Fetch job listings from the API. 5. Deduplicate against the Google Sheet. 6. Use an LLM to rank matches and draft cover letters. 7. Email the drafts to me for review. Do not auto-submit. First, run a dry test with 3 sample jobs and show me the output format. Ask clarifying questions if API keys are missing.
Source reports are not independently verified. Publication date is the catalog publication date, not the original article date.