JobHunting - Interview Prep Copilot
An AI job-application copilot that prepares you for a specific role — analyzing the fit between your resume and the JD, surfacing interviewer-style questions, and Revealing how to answer each one.
JobHunting — Interview Prep Copilot
Project Overview
JobHunting is a job-application preparation Copilot. It’s not an AI interview-question generator, and it’s not an AI interviewer. Grounded in your real resume and a target Job Description, it uses a methodology-driven approach to prepare you comprehensively for one specific application.
It solves the gap between “I have a resume” and “I’m ready for this interview”: diagnosing fit, exposing every angle an interviewer might probe, and showing you exactly how to answer with your own experience.
Screenshot
Core Loop
Resume → CandidateProfile → JD → JobProfile → MatchReport
→ QuestionMatrix (multi-examiner) → Reveal (how to answer)Three Layers of Value
| Layer | Value | Pricing |
|---|---|---|
| Diagnose | ”How well does my real experience fit this role, and where are the risks?” | Resume parsing, JD analysis, and match analysis are free |
| Rehearse | ”Which angles will different examiners probe, and how will they follow up?” | Browsing the Question Matrix is free |
| Answer | ”How do I prepare for this question and answer it with my own story?” | Reveal answer plans: first 2 free, then subscription |
Core Features
📄 Resume Parsing
- OCR + structured parsing of your uploaded resume
- Builds a reusable CandidateProfile across applications
🎯 JD Analysis
- Parses the target Job Description into a structured JobProfile
- Surfaces real requirements hidden inside job-posting boilerplate
🧩 Match Report
- Cross-references your profile against the JD
- Flags risks, gaps, and points the interviewer will likely clarify
❓ Question Matrix
- Generates an examiner-style question matrix from multiple interviewer perspectives
- Free-roaming browse — see the full surface area before you’re asked
🔓 Reveal Answer Plans
- The paid core: concrete, experience-grounded preparation plans for each question
- Shows you how to answer with your own real stories, not generic advice
Product Philosophy
- Methodology over magic — a structured workflow, not a one-shot prompt
- Grounded in your truth — every recommendation ties back to your actual resume
- Preparation, not simulation — prepare for a real interview, don’t role-play one
- Freemium that respects value — diagnosis is free; the “how to answer” layer is the premium value
Tech Stack
- Frontend: React + TypeScript + Vite
- Backend: Node.js + TypeScript (monorepo with shared Zod schemas)
- Auth & Payments: Reuses an existing headless multi-tenant auth + billing service (JWT verification + LemonSqueezy subscriptions) — no bespoke auth or payment system
- LLM: OpenAI-compatible APIs, tiered between cheap (extraction/expansion) and strong (judgment/matching)
Access
JobHunting turns the scattered, anxious week before an interview into a focused, structured preparation sprint — grounded entirely in your own experience.