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Resume Analyzer (Market Fit & JD Gap)

Posted on July 11, 2025

The Problem

In today’s fast-paced job market, professionals often struggle to understand whether their resume truly aligns with market demands. Even qualified candidates miss out on opportunities simply because:

  • Their resumes don’t reflect in-demand job titles or keywords.
  • They’re unaware of missing skills.
  • They can’t see how their experience matches specific job descriptions (JDs).
  • They lack guidance on what to improve.

Recruiters scan resumes in seconds—yet job seekers have no tool that gives instant, actionable feedback

The Solution

Resume Analyzer solves this by acting like your personal resume coach—powered by AI.

  • It reads your resume and extracts job titles, keywords, and context.
  • It estimates your market compatibility for trending roles.
  • It highlights missing skills for your target title.
  • It offers suggestions to improve and upskill.
  • Optionally, it compares your resume with any uploaded JD and shows gaps.

All this in under 60 seconds—no forms, no fluff.

How It Works

  1. Upload your resume (PDF/DOCX).
  2. The system parses and builds a resume digest—titles, skills, and content excerpt.
  3. AI analyzes the digest for:
    • Best-fit job titles
    • Readiness score (0–100%)
    • Missing skills
    • Action suggestions
  4. Optionally, you can upload a JD, and the system will show gaps, improvements, and links to upskill.
  5. Output is delivered in a clean, readable format with structured insights.

The Role of AI

AI is central to this tool—it powers:

  • Skill extraction from resume content using semantic understanding.
  • Job title classification using large market-aligned models.
  • Gap analysis using generative models like Gemini Flash or ChatGPT.
  • Scoring readiness and generating suggestions via real-time LLM inference.
  • It enables scalable personalization without human reviewers.

This makes resume improvement faster, smarter, and contextual.

Tech Stack

LayerTool/Service
Backend LogicPHP (Fast implementation, server-rendered)
Resume ParsingPDF Parser, PhpWord (DOCX support)
Keyword AnalysisCustom stop-word + frequency scorer
AI IntegrationGoogle Gemini 2.5 Flash API (via cURL)
Rate LimitingIP-based flat-file limiter (no DB needed)
FrontendHTML + CSS + JS (lightweight, minimal UI)
Optional Add-onsSQLite, Redis, JWT Auth (for expansion)

Check it out

https://freeagentforce.com/ats/skills/resume.php

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