AI automation case study
AI Job Scraper and Resume Optimizer
An n8n workflow that searches for roles, checks the results, adapts a resume copy, and prepares a draft application package.
- Status
- Built
- Origin
- n8n
- Date
- Undated record

AI job scraper and resume optimizer workflow
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Watch the proof film
A short local film made from privacy-reviewed project captures. No contact records or client identities are shown.
Local privacy-reviewed proof film
Challenge
What needed to change
Searching, checking fit, tailoring a resume copy, and preparing the first application draft can repeat for every role.
System
How the system works
The workflow validates the request, searches for jobs, loops through results, reads a resume source, prepares an adapted copy, and creates a draft for review.
- Input
- Role query and source resume
- Preparation
- Search, fit check, and adapted resume copy
- Boundary
- Draft preparation, not automatic submission
Outcome
What is supported by the record
The screenshot and local proof film show the end-to-end build without exposing internal Slack identifiers. They do not claim that an application is submitted without the operator.
Screenshot
Real n8n execution capture
Proof film
Local privacy-reviewed Remotion demo
Tools
Connected tools and methods
- n8n
- Job search source
- Google Drive
- AI model
- Gmail draft
Next step