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Intelligent Job Search Assistant: End-to-End Automation with AI Agents

How I used AI Agent design principles to increase job application efficiency.

Case Study

2025.9-10

AI Agent Automation with N8N & Claude

YEAR

2025.9

Tools

N8N, Claude, Serp Api, Google Jobs

Skill

AI Product Design, End-to-End Product Thinking, Workflow Automation Design

Overview

I designed an AI-powered job assistant using N8N and Claude AI that transforms 3 hours of manually screening 200+ jobs into 5 minutes reviewing 20 precise recommendations daily.

Challenge

How do I make AI understand job requirements and provide truly actionable recommendations?

Solution

Design Principles:

  1. Less is More - Push 20 high-quality jobs, not 200

  2. Actionable Insights - AI suggestions must be executable, not generic

  3. Invisible Automation - Zero user effort, wake up to results