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A Serverless Application: Resume & Job Description Analyzer using OpenAI

Amit Rai
3 min readNov 8, 2023

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A serverless application that matches key skills and provides a compatibility percentage

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As a active job seeker, I recognized a gap in the market for a tool that candidates could use to better align their resumes with job descriptions.

While the majority of recruiters rely on Applicant Tracking Systems (ATS) to filter candidates, these systems are often not transparent to the job seeker. Many of the existing tools for candidates are either subpar in quality or prohibitive in cost.

To address this, I’ve crafted a serverless application that harnesses the natural language processing (NLP) capabilities of OpenAI’s GPT-4. This solution aims to empower job seekers with deep insights into how well their resume matches a job description and what skills they need to highlight or develop.

Core Functionalities of the Application

  • Automated Resume Analysis: Users can upload their resume in PDF format to an S3 bucket. The system will parse the resume and compare it against a provided job description.
  • Interactive Feedback: Through the integration with GPT-4, the application can offer users up to five detailed feedback sessions within a 24-hour period.

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Amit Rai
Amit Rai

Written by Amit Rai

AWS Architect | AWS DevOps | Developer | Generative AI | Enthusiastic Writer | www.linkedin.com/in/amitraikkr

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