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Inclusive Job Post Rewriter

Paste a job description and get biased or exclusionary phrases flagged with fixes.

Beginner8h1–2 people17/20 fit
TL;DR

Build Inclusive Job Post Rewriter for recruiters and small startups in ~8h with 1–2 people. Stack: LLM + Next.js + Tailwind.

Why it wins: Small build with a clear social angle that judges remember.

Build flow

01 · Problem
Coded language in job ads quietly discourages qualified applicants from applying.
02 · Solution
Highlight phrases from a curated list plus LLM review, explain why each may exclude people and suggest neutral rewrites with an overall readability score.
03 · Build
  1. 1Seed a list of known coded words
  2. 2Ask the LLM for extra flags with reasons
  3. 3Render inline highlights
  4. 4Add a rewritten copy
04 · Demo
Paste a 'rockstar ninja' job ad and show the rewritten version side by side.

MVP checklist

  • Phrase highlighting
  • Reason for each flag
  • One-click rewrites
  • Readability score

Tech stack

TechRole
LLMLanguage model
Next.jsFrontend + API routes
TailwindStyling

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