Job Description Clarity Rewriter
Paste a job description and get a clearer, more inclusive rewrite with must-haves and nice-to-haves split out, plus a list of missing details candidates look for.
Economics
- Pricing example
- $19 for 20 rewrites (first 2 free)
- Daily math
- 1 pack a day x $19 = $19/day; a few 50-rewrite packs ($39) a month take the average past $20/day.
- Target if you hit the daily math
- Target: $550 - $800 / month if the daily math is hit
Audience and urgency
Audience: In-house recruiters, HR generalists and hiring managers at small and mid-size companies, and small recruitment agencies.
Urgency: Many job descriptions are copied from old templates with long requirement lists, vague wording and missing basics like salary range or working arrangement. Good candidates skip them, and unsuitable ones apply anyway.
MVP scope
- ✓ Paste a JD; output a rewritten version with sections: about the role, what you'll do, must-haves, nice-to-haves, pay and benefits, how to apply
- ✓ Must-have list kept short; the user confirms which items are truly required
- ✓ Flags for vague phrases, internal jargon and wording on an editable word list (e.g. gender-coded or age-coded terms)
- ✓ Completeness check: salary range, location/remote, working hours, contract type, interview steps
- ✓ Credit packs via Stripe; export to Markdown, plain text and DOCX
Omitted features
- - Do NOT post to job boards or screen candidates
- - Do NOT claim the output complies with any employment or anti-discrimination law
- - Do NOT invent benefits, salary figures or company facts the user did not give
Suggested stack
- Frontend
- React + Tailwind CSS
- Backend or API
- Serverless LLM endpoint with JSON output; Supabase for credits
- Payments
- Stripe Checkout (credit packs)
- Hosting
- Vercel or Netlify (free tier to start)
Repository metadata
- Blueprint ID
job-description-clarity-rewriter- Category ID
workflow_ai_wrapper- Monetization ID
usage_pack
Day-one distribution
Channels
- LinkedIn posts aimed at recruiters and HR managers
- Reddit r/recruiting and r/humanresources (follow self-promotion rules)
- HR and recruiter newsletters and Slack communities
Reddit strategy
Share a before/after rewrite of an anonymised job description and offer 2 free rewrites.
Cold outreach or directory hook
Rewrite one public job post for 20 small companies and send the result privately as a free sample.
Search keywords
job description rewriter, inclusive job description checker, how to write a clear job description
One-shot master prompt
Build a "JD Clarity Rewriter" web app in React with Tailwind CSS and a serverless LLM endpoint. Core requirements: 1. Input: paste a job description, plus optional fields for salary range, location/remote, working hours, contract type and interview steps. 2. LLM call with a JSON schema returning: rewritten sections (about the role, responsibilities, must-haves, nice-to-haves, pay and benefits, how to apply), a list of moved requirements, and a list of vague phrases with suggested replacements. The prompt forbids adding facts not in the input; missing items are listed as "missing" instead. 3. Must-have review step: the user ticks which requirements are truly required before the final version is produced. 4. Word-flag panel driven by an editable JSON word list (shipped with a starter list), highlighting matches in the original and the rewrite. 5. Completeness checklist, export to Markdown/plain text/DOCX (docx library), 2 free rewrites, then Stripe Checkout packs ($19 for 20, $39 for 50).
Comparable products
Published 2026-10-08.
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