AI-Powered CV & Cover Letter Tailoring with Easybits

Transform any job posting into a perfectly tailored CV and cover letter in minutes with this intelligent n8n automation. Simply upload a job posting PDF, image, or screenshot, and watch as AI analyzes the requirements and rewrites your CV bullets to highlight genuine matches while generating a professional cover letter—all in the employer's language and tone.

What This Workflow Does

This powerful automation streamlines job application preparation through a systematic 9-step process. Upload your job posting via the n8n web form, and the workflow loads your Master CV from Google Sheets before using Easybits Extractor to pull 10 structured fields including must-haves, keywords, language, and tone from the posting. A deterministic scoring algorithm calculates your initial match score using keyword overlap analysis.

Gemini AI then intelligently rewrites your CV bullets to surface real overlaps with job requirements, mirrors employer phrasing, and flags genuine skill gaps without inventing qualifications you don't possess. The system recalculates your match score to show measurable improvement, then generates a targeted 3-paragraph cover letter referencing your tailored CV content. Both documents are automatically compiled into a single Google Doc titled with the company and role.

Use Cases

• Job seekers applying to multiple positions who need customized applications quickly
• Career coaches helping clients optimize applications for specific roles
• Recruitment agencies preparing candidate materials for client submissions
• Professionals switching industries who need to reframe existing experience

Technical Details

Built using n8n's Form Trigger for file uploads, Code nodes for scoring algorithms, and Aggregate nodes for data processing. Integrates seamlessly with Google Sheets for CV storage, Google Docs for output generation, and Easybits for intelligent document extraction. The workflow requires initial setup using the companion CV Onboarding Workflow to structure your master CV data properly.

This automation eliminates hours of manual CV tailoring while maintaining honesty and accuracy in your applications, making it essential for anyone serious about optimizing their job search process.