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Job Match GPT – AI Job Matching Assistant

What it is...

A tool I built to help job seekers (starting with myself) match more intelligently to roles that fit. 


"Building Job MatchGPT didn't just make me more efficient — it reshaped how I think about job alignment, personal branding, and the power of AI in career growth."
                                                          – David Hillenbrand 

Overview

Job Match GPT is a custom-built AI assistant that helps me identify the job roles I'm most aligned with — faster and wiser.  It analyzes job descriptions, compares them to my skills, and prioritizes opportunities using a scoring model I designed called JMILS (Job Match Interview Likelihood Score). 

Why I Built It

After working in consulting for several years, I found myself between contracts and flooded with job descriptions that were difficult to compare.  I wanted a more innovative way to focus my energy on high-fit roles.  While learning AI and GPT tools, I applied my learning to solve a real-world problem.

How it Works

  •  Uses GPT to extract and analyze job descriptions
  • Matches required skills against a personal Skills Matrix
  • Assigns a JMILS Score and categorizes jobs by relevance and interest
  • Tailors resumes and cover letters using exact language from job descriptions (verbatim-style)
  • Archives jobs and tracks interview potential

Results

  •  Increased my job search productivity by 10x
  • Delivered highly tailored applications that reflect the needs of each role
  • Improved my confidence and clarity in where to apply

Technology

  • GPT (OpenAI)
  • Python (Pandas, scoring logic, resume automation)
  • Manual integration with Excel + Word for resume tailoring
  • Prompt engineering and AI automation techniques
  • Resume scoring and workflow automation using AI

Privacy Policy

Privacy Policy coming soon

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