ChatGPT Prompt to Write a Job Description

A cold-chain logistics company needed a night sortation supervisor for its distribution center, and the role had been open for eleven weeks. The facility ran fourteen dock doors through the night, chilled goods held between two and eight degrees, frozen pallets at minus eighteen, and a team of twenty-two sorters who loaded outbound trailers between ten at night and six in the morning. Every previous posting opened with “fast-paced environment” and “team player,” which is exactly what the last three hires had been told before they quit within two months, surprised by the cold and the hours. The listing was attracting people who had not understood the job.

The prompt below writes a job description that states the hard parts plainly, so the right candidates self-select in and the wrong ones filter themselves out. It is built for that night-shift sortation supervisor role, and the fields let an HR team point it at any shift-heavy, hard-to-fill position.

The Role and the Real Difficulty

A sortation supervisor on a night shift does three jobs at once: they run the outbound schedule, they keep a team of twenty-two moving through a cold floor without injuries, and they troubleshoot a conveyor line that stops at the worst possible moment. The reason the posting failed is not that the duties were secret. It is that the listing sold comfort it could not offer and hid the two facts that actually decide who stays, namely the cold and the nights. Candidates who discover the real conditions on day one leave, and every wrong hire costs a recruitment cycle that the facility cannot spare.

The fix is an honest brief. Name the shift, name the temperature, name the physical demands, and describe the person who thrives here, so the listing does the filtering before a human ever reads a resume.

The Copy-Paste Job Description Prompt

Paste the block into ChatGPT, replace the fields, and it returns a complete, postable job description rather than an outline.

You are an HR writer who drafts honest, plain-spoken job descriptions for operational roles.

Company: {{COMPANY}}
Role title: {{TITLE}}
Location and shift: {{LOCATION_SHIFT}}
Reports to: {{REPORTS_TO}}
Team size and structure: {{TEAM}}
Core responsibilities: {{DUTIES}}
Physical and environmental realities: {{ENVIRONMENT}}
Must-have requirements: {{MUST_HAVE}}
Nice-to-have requirements: {{NICE_TO_HAVE}}
Pay and benefits: {{PAY}}
What success looks like in 90 days: {{SUCCESS}}

Write a complete job description with these parts:
1. A three-sentence summary of the role a candidate could repeat back accurately.
2. "What you will actually do," five to seven bullet points, each starting with a verb.
3. "The honest picture," two or three sentences that state the hard parts directly, such as the shift, the temperature, and the physical load.
4. "You will do well here if," four bullets describing the person who stays, not a list of adjectives.
5. Must-have requirements, kept short and genuinely required.
6. "What we offer," using the pay and benefits I gave you, with no invented perks.
7. A first-90-days paragraph describing what success looks like at the end of probation.
8. One line inviting candidates to apply, with no hype.

Rules:
1. Never use the phrases fast-paced environment, team player, wear many hats, or rockstar.
2. Do not invent salary, benefits, or legal requirements. Use only the fields I gave.
3. Keep sentences short and free of corporate filler.
4. If my inputs leave a required detail missing, list it under "Needs your input" instead of guessing.

The banned-phrase rule does most of the work. Those four cliches appear in a majority of warehouse listings and carry no information, so removing them forces the description to say something a candidate can actually picture, which is the whole point of a listing that filters instead of attracting everyone.

Fields to Set Before You Publish

Fill {{ENVIRONMENT}} honestly, however unglamorous. A candidate who reads “chilled floor, minus eighteen in the freezer” and still applies is worth ten who arrive expecting an office and quit in week three. The same honesty applies to {{PAY}}: posting the real rate and the night differential saves screening calls and signals that the company is straightforward.

What a Strong JD Reads Like

Expect a clean, postable document with short sections. A trimmed slice of the expected shape:

Summary
You will run the outbound night sort at Bay 6, leading 22 sorters across two conveyor lines from 10 p.m. to 6 a.m. You keep trailers loading on schedule, keep the team safe, and solve line stops before they cost a delivery window.

What you will actually do
- Run the night outbound schedule across 14 dock doors.
- Assign sorters across two lines and cover absences before the shift starts.
- Respond to conveyor stops and decide when to escalate.
- Enforce food-safety and temperature checks through the night.
- Hand over a clear status report to the day team at 6 a.m.

The honest picture
This is a cold floor. The chilled zone sits between 2 and 8 C and the freezer drops to minus 18. You will be on your feet for most of an eight-hour night shift, and the busiest hours are between 2 and 4 a.m.

You will do well here if
- You have run a team through a routine that cannot slip.
- You stay calm when a line stops at 3 a.m. with trailers waiting.
- You would rather prevent an injury than report one.

Needs your input
- The exact forklift certification provider has not been specified.

Judge the result against one question: could a candidate read this and correctly decide whether to apply? If the listing still reads like every other warehouse ad, the summarizer slipped back into filler, and you should re-run and point it at the banned-phrase rule.

Variations: Internal, Contract, and Hard-to-Fill

• Internal transfer version. Add “Rewrite for an internal audience, emphasizing growth path and cross-training rather than onboarding.” Useful when you would rather promote than recruit.
• Contract cover. Add “Adapt into a three-month fixed-term contract listing and make the end date and deliverables explicit.”
• Hard-to-fill shift. Add “Move the night differential and the schedule into the first paragraph, since the shift is the hardest part to sell.”
• Multilingual. Ask for a version translated into the first languages spoken on the floor, keeping the honest-picture section intact.
• Interview kit. Add “Then write five interview questions that test the four traits in ‘You will do well here if,’ with what a strong answer sounds like.”

Post the description, watch which sections candidates ask about, and feed those questions back into the brief. To align the listing with how the company sounds everywhere else, see the tone of voice decision table. To write the other half of the hiring pack, read the resume bullet prompt comparison, and for a wider set of workplace writing prompts, browse ChatGPT writing prompts.

Keeping the JD Honest and Defensible

Two disciplines protect you. First, only list requirements that are genuinely required, because an inflated must-have list narrows your applicant pool and can screen out candidates who would do the job well. Second, keep the description accurate to the actual conditions, since a listing that hides the night shift or the cold invites the early resignation you were trying to avoid. The honest-picture section is not a liability; it is a filter, and a filter is what a hard-to-fill role needs most. Everything that touches pay, hours, or working conditions still belongs to a human reviewer, because getting those wrong is a legal matter, not a writing one.

Sources & Notes

This prompt is written for ChatGPT (GPT-4o and later) and works in Claude and Gemini with minor edits. The observed behavior that removing generic phrases and stating shift conditions improves applicant fit reflects common recruiting practice as of 2024-2025, not a controlled result, so measure against your own pipeline. No external data or salary benchmarks were fetched, and the company, facility, team, and shift details here are illustrative. Job descriptions carry legal and compliance obligations that vary by region, so have the final version reviewed for accuracy and for your local employment requirements before you post it.