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Get Started Free →Use when writing a new job description or job posting from scratch — drafts to a tight recruiter structure with a role summary, responsibilities scoped to the role's level, and a MUST-HAVE vs NICE-TO-HAVE requirements split with no inflated years or degree gatekeeping. Do NOT use for reviewing or proofing an existing JD, screening candidates, or writing rejection or offer emails.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 416% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 435% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 428% | 0% |
| case-11 | ✗→✓ | ▲ Improved | 428% | 0% |
| case-12 | ✗→✓ | ▲ Improved | 424% | 0% |
Write a job posting to a structure a recruiter can act on, not one flat maximal wall of requirements. Handed "write a JD for X", base models produce a role blurb, a bullet list of duties, and a single "Requirements" block that mixes essentials with wish-list items and pads it with inflated "5+ years" and "Bachelor's required" bars. That posting screens out qualified applicants before anyone reads a resume.
This skill drafts to four parts, in order, every time:
inclusive-jd-review. Do NOT use for candidate screening, interview scorecards, or rejection/offer emails.Match the verbs to the seniority named in the request. Do not hand a junior role leadership duties or a senior role only ticket-execution duties.
| Level | Responsibilities read as | |---|---| | Junior / entry | Execute defined tasks, learn the stack, contribute under guidance, grow toward independence. | | Mid | Own defined pieces of work end-to-end, deliver without close supervision, collaborate across a team. | | Senior | Lead projects, set technical or functional direction, mentor others, own ambiguous problems. | | Staff / principal / lead | Drive strategy across teams, set standards, multiply others' output, own the hardest problems. |
If the request gives no level, default to mid and say so.
Two labeled groups, always. Everything not essential to day-one success goes under nice-to-have.
Keep must-have lean and honest:
Nice-to-have absorbs the wish list: specific tools, domain familiarity, bonus languages, "experience at a startup," advanced degrees — anything that would help but is not required.
Role summary: We're hiring a Backend Engineer to build and maintain the services behind our payments platform. You'll work on a small team and own features end-to-end, from design through production.
What you'll do: Own defined services and ship them to production; collaborate with product and frontend on API design; write tested, observable code; participate in on-call and incident response.
Must-have: 2–4 years building production backend services; strong in one server-side language (e.g. Python, Go, or Java); comfortable with relational databases and SQL; can design and consume REST or gRPC APIs.
Nice-to-have: experience with payments or fintech; Kubernetes or Terraform; event streaming (Kafka); a CS degree (not required — equivalent experience is fine).
Note what did NOT happen: no "7+ years," no hard degree line, no 12-item required-skills wall. Kafka and Kubernetes went to nice-to-have, not required.
Other measured skills in the registry, with their headline benchmark lift.