AI

AI Job Application Copilot

A personal AI copilot for job applications — paste a job description, get a fit analysis, tailored resume, cover letter and recruiter outreach, all using real profile data. Built with Next.js and LLM integration.

Next.jsAI IntegrationLLMResume Builder
ImpactAI-powered job hunting

Live · in active development

4Output formats
50+Profile data points
6Prompt templates

Case Study

The Challenge

Job hunting is repetitive and time-consuming. Every application needs a tailored resume, a custom cover letter, and a thoughtful recruiter message — all while staying truthful to your actual experience. I wanted an AI copilot that could generate all of that from a single job description, using my real profile data so nothing is invented or exaggerated.

My Approach

The copilot takes a job description as input and runs it through a series of LLM prompts. First, it analyzes the fit between the role and my actual skills, projects and experience. Then it generates a tailored resume highlighting the most relevant work, a cover letter that connects my background to the company's needs, and a short recruiter outreach message. All outputs are grounded in a single source of truth — my real profile data — so every claim is verifiable.

The Design

Clean, focused and built for speed. A single-page interface with a large textarea for the job description, a fit-analysis panel, and tabs for resume, cover letter and outreach. Each output is editable before copying or downloading. The app uses a structured profile schema so the AI never invents credentials, and all generated text is clearly marked as a draft for review.

The Results

A working AI copilot that turns a job description into four ready-to-use outputs in under a minute. Built with Next.js App Router and TypeScript, with a structured prompt pipeline that keeps outputs consistent and truthful. The tool is actively used for my own job applications and is continuously improved based on real recruiter feedback.

Tech Stack

Next.js (App Router)TypeScriptLLM APIsTailwind CSSZod