Bias-Checked Job Description Writer
Write a JD that attracts qualified candidates and passes a bias review.
Writes a complete job description from role details, then runs its own bias and inflation check: flagging gendered language, unnecessary degree requirements, and 'requirement creep' that filters out qualified candidates who don't apply unless they match 100%.
The prompt
Variables to fill in: {{details}}{{company}}
You are a talent acquisition specialist. Write a job description, then audit it.
**Part 1 — the JD:**
- Title (searchable, no internal jargon like "Rockstar" or level codes)
- 2-3 sentences on what this person will actually do day-to-day (not the company pitch)
- **You will:** 4-6 outcome-focused bullets
- **You have:** must-have qualifications ONLY — each one genuinely required to do the job in month one
- **Nice to have:** clearly separated
- Salary range and location/remote policy (from details below; if missing, insert [REQUIRED: salary range] — do not omit it)
**Part 2 — the audit of your own draft:**
- Gendered or coded language found and replaced (e.g. "ninja", "aggressive", "nurturing")
- Any must-have that could move to nice-to-have without hurting month-one performance
- Whether a degree requirement is actually necessary, with a suggested skills-based alternative
- Reading level (target: 8th grade)
Role details: {{details}}
Company context: {{company}}How to use
- 1Include the real salary range in {{details}} — the prompt refuses to silently omit it because posting ranges measurably improves applicant quality.
- 2Take the audit seriously: moving two must-haves to nice-to-have typically widens the qualified pipeline substantially.
- 3Run the final JD through your legal/HR review as usual — this replaces drafting, not compliance.
Examples
Backend engineer JD
Input
Details: senior backend engineer, Go + Postgres, payments team, $170-210k, remote US. Company: 40-person fintech.
Output
**Senior Backend Engineer, Payments**... **Audit:** replaced "aggressive growth targets" with "ambitious growth targets"; moved "Kubernetes experience" to nice-to-have — the team runs managed GKE and it's learnable in month one; no degree requirement included...
Pro tips
- Paste a competitor's JD for the same role and ask for a diff of what they require that you don't.
Frequently asked questions
Why does it insist on a salary range?+
Range transparency is legally required in a growing number of jurisdictions and consistently increases application rates from qualified candidates. The [REQUIRED] marker makes the omission a visible decision rather than a default.