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How to use AI to write job posts and screen applicants for your first hire

A step-by-step way for an Ohio owner with no HR department to draft a clear job description, summarize resumes consistently, and stay inside the legal lines.

Ohio AI Lab Staff · 3 min read
The quick hit
  • AI can draft the job post and summarize resumes so the owner keeps only the judgment calls
  • The owner writes the requirements first. AI polishes, never decides
  • Screen every applicant against the same written checklist to stay consistent and fair
  • One AI subscription such as ChatGPT or Claude is enough to start today

It is 9 p.m. and there are eleven resumes on the desk, a job description half written in a notes app, and nobody in the company who has ever hired anyone. That is the moment most Ohio owners meet hiring for the first time. There is no HR department, no recruiter, and no spare evening to learn one. AI can carry the drafting and the summarizing so the owner can focus on the judgment calls that actually need a human.

What AI does here, and what it should never do

AI is strong at two jobs in this process. First, it turns a rough list of duties into a clear, readable job post. Second, it summarizes each resume against the same requirements, so eleven applicants can be compared on the same page instead of gut feeling at midnight. Both save the owner hours of typing and rereading.

AI should never make the hiring decision. It reads patterns, and patterns can carry bias the owner did not intend. The owner reads the summaries, checks them against the actual resumes, and makes every yes and no personally. That split, AI drafts and summarizes while the human decides, is the whole method.

Who this is for

This is for owner-led businesses in Cincinnati and across Southwest Ohio hiring their first employee: a contractor adding a helper, a clinic adding a front-desk person, a restaurant adding a line cook. If there is already an HR person and a documented hiring process, most of this exists in the building already. If the owner is the HR department, this is the fastest way through.

The hiring pool around Cincinnati
1,170,655Labor force in the Cincinnati region
1,081,867Jobs in the Cincinnati region
314,367Cincinnati population, July 2025 estimate

Step one: write the requirements before touching AI

The owner starts with a plain list, written alone, of what the person must do every week and what must be true on day one. Drivers license or not, weekends or not, customer-facing or not. This list is the anchor. Everything AI produces later gets measured against it, and anything AI invents that is not on the list gets deleted.

Draft the job post with AI
  1. 01
    List the real work

    Write five to eight weekly duties and any day-one requirements in plain words, without AI.

  2. 02
    Open a chat and give it the anchor

    Paste the list into ChatGPT or Claude with the role title and the town.

  3. 03
    Ask for a plain draft

    Prompt: "Write a job post for a [role] at a small [industry] business in [city], Ohio. Use only the duties and requirements I list. Plain language, no jargon, under 300 words."

  4. 04
    Strip what it invented

    Delete any requirement, benefit, or perk that was not on the original list. AI tends to add things.

  5. 05
    Read it aloud

    If a sentence would not survive being said to a candidate on the phone, rewrite it.

  6. 06
    Post it in one or two places

    Pick one job board and the company's own page or social account, and use the same text everywhere.

Step two: screen every applicant the same way

The fairness problem in a first hire is not bad intent, it is drift. Applicant four gets read carefully at 2 p.m., applicant eleven gets skimmed at 11 p.m. The fix is a written checklist and one consistent prompt. Every resume gets the same treatment, which also gives the owner a paper trail showing why each person advanced or did not.

Summarize resumes consistently
  1. 01
    Fix the checklist first

    Turn the day-one requirements into three to five yes-or-no questions, such as "has a valid Ohio driver's license."

  2. 02
    Paste one resume per chat

    Prompt: "Summarize this resume against these requirements: [list]. For each requirement answer yes, no, or not stated, and quote the line that supports it. Do not add opinions."

  3. 03
    Keep the yes-or-no grid

    Save each summary in one document so all applicants sit on the same page.

  4. 04
    Verify before deciding

    For anyone who advances, open the actual resume and confirm the key claims. AI summaries can miss context or misread a date.

  5. 05
    Decide as the owner

    Rank from the grid, then interview the top few. No applicant is rejected or advanced by AI alone.

A few rules of thumb keep a first hire out of trouble. Keep the job post about the work: duties, schedule, location, and requirements. Leave out anything about the applicant's age, family plans, health, or anything else not tied to the job. The same applies to interview questions and to the prompts, since a biased prompt produces a biased summary.

Consistency is the other line. Every applicant should face the same requirements, the same questions, and the same process. The written checklist from step two is what makes that true and provable. When in doubt on a specific legal question, an hour with an Ohio employment attorney costs less than one hiring mistake, and no AI tool replaces that advice.

Where training fits

Once the first hire works out, hiring tends to become a team job, and the AI habits around it can spread. Ohio AI Lab runs AI Training for Business, a hands-on session on Zoom built on the team's approved real work, sized for one owner or a whole staff, with take-home routines and safe-use ground rules. It fits once the basics above are working and the owner wants the same skill across the company. Everything starts with a free 25-minute fit call that looks at two recurring tasks and picks a first result worth having.

Questions people ask

What do I need to start?
One AI subscription such as ChatGPT or Claude, paid directly to the provider, and your own written list of duties and requirements. No special software is needed.
Can AI legally screen applicants for me?
Do not use it that way. Use AI to summarize each resume against a fixed checklist, then read the actual resume and make every decision yourself. Keep the same process for every applicant.
How do I keep it fair?
Write the requirements before using AI, apply the same yes-or-no questions to every resume, and strip anything AI invents that is not job-related.
Does Ohio AI Lab guarantee the hiring goes well?
No. Ohio AI Lab does not guarantee savings, revenue, or results. It picks useful work, measures what changed, and reports honestly.

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