Generic job posts fill your calendar with the wrong candidates. Ten minutes filling one template saves hours of screening calls that go nowhere.
| Dealbreakers per post | 1 |
|---|---|
| Screening questions generated | 5 |
| Structured vs unstructured interview validity | Roughly 2x higher predictive validity (Schmidt & Hunter, 1998) |
| Average cost per hire | About $4,700 (SHRM benchmarking) |
1. Name the one dealbreaker
Pick the single skill or trait that, if missing, means this person cannot do the job no matter how good the rest of their resume looks. For a social media manager this might be ‘has actually run paid ad campaigns’, not just ‘posted content’. One dealbreaker, not five.
2. Name what you can teach
List one or two things you’re happy to train on the job, so the AI knows not to screen these out. For example, ‘our scheduling tool’ or ‘our brand voice’ are learnable, not dealbreakers. This stops your post from scaring off good people over small stuff.
3. Fill the template
Open any AI chat and paste this: ‘Write a job post and 5 screening questions for [role]. The one dealbreaker is [skill]. These things are teachable: [list]. The team uses [tools/context]. For each question, also give me the one-line answer that tells me they actually have the dealbreaker skill, versus an answer that sounds good but means they don’t.’ Fill the brackets with your own words.
4. Check the questions against the dealbreaker
Read the five questions back. At least two or three should be impossible to answer well without the dealbreaker skill. If they all sound like things anyone could look up overnight, send them back and ask for sharper ones tied to real work the person would have done.
5. Use the answer key live
Keep the ‘listen for’ lines open during the call. They turn a vague gut feeling, like ‘that sounded fine’, into something specific you can compare across candidates and explain to anyone else involved in the decision.
A worked example
Hiring a social media manager for a 20-person retail brand in Dubai.
Before
need someone good with social media and marketing, 2+ years experience, team player, send us the job post and some interview questions
After
Job post: ‘Social Media Manager, Dubai retail brand. We need someone who has planned and run a paid social ad campaign from budget to result, not just posted content. You’ll own our Instagram and TikTok, work with our in-house designer, and report weekly reach and sales numbers. We’ll train you on our specific tools and brand voice, no prior experience with those required.’ Questions: 1) ‘Walk me through a paid campaign you ran end to end, budget to result.’ Listen for: real numbers and what they changed mid-campaign, not just ‘it did well’. 2) ‘What’s the smallest ad spend you’ve managed, and the biggest?’ Listen for: an actual range, not a vague ‘it varies’. 3) ‘Tell me about a post that flopped. What did you do next?’ Listen for: a specific fix, not just ‘I posted more’.
Three ways to bend it
For a sales hire
The dealbreaker might be ‘has closed deals over a certain size’, and teachable might be ‘our CRM and pricing sheet’. The questions become about actual deals closed, with listen-for lines about deal size and objections handled.
For a junior hire you’ll train fully
If you’re training everything, the dealbreaker becomes an attitude, like ‘follows through without being chased’, not a hard skill. Ask for a time they finished something nobody checked on, and listen for whether they mention checking their own work.
For a remote hire in another timezone
Add overlap hours as the dealbreaker, for example ‘needs 3 hours overlap with Gulf business hours’, with communication style as teachable. The questions then probe how they’ve handled async handoffs before.
When it goes wrong
The candidate gives a smooth, rehearsed-sounding answer, how do I know it’s real?
Ask the AI for one follow-up question per dealbreaker question that asks for a specific number, date, or name. Real experience survives that follow-up, a rehearsed answer usually doesn’t.
The job post that comes back sounds too narrow or demanding
You probably listed more than one dealbreaker. Go back and cut it to the single thing that truly cannot be taught, move everything else into the teachable list.
When not to use this
If you genuinely don’t know yet what the role needs, because the team or the problem is still new, skip the template. Have a few conversations with people doing similar work first, so you actually know what the one dealbreaker is. Otherwise you’ll template a guess and filter out the right people for the wrong reason.
What you can now do
You stop spending screening calls finding out what you could have filtered for on paper.
Part of Making Life Easier With AI, a weekly walk-through of one small thing AI can take off your plate.
Take this further
Act as a blunt hiring manager who has read ten thousand resumes, not a career coach. I will paste my full resume and the job description I want. Rewrite the whole resume for that role, section by section, in this order: summary, experience, skills, education. Rules: every experience line leads with impact, not duty. Use bracketed placeholders like [8 percent] for any number I did not give you, and list at the end every placeholder I need to replace with a real figure. Keep it to one page of text. Plain formatting only, no tables or columns, so screening software can parse it. After the rewrite, tell me the three weakest claims that need evidence before I send this anywhere. My resume: [paste resume]. The role: [paste job description].
Takeaways
- Before writing the post, write down the one skill a candidate cannot do the job without, separate from anything you’re willing to train.
- Paste the role, dealbreaker, and teachable list into an AI chat using the article’s template to generate a job post plus five screening questions with a listen-for answer key.
- Reread the five questions and send back any a candidate could answer by searching overnight without the real skill; ask for sharper ones tied to past work.
- Keep the listen-for answer key open during live calls so you score candidates against the same criteria instead of a gut feeling.
- If the generated post reads as too narrow or demanding, cut the dealbreaker list down to one item and move everything else into teachable.
Questions people actually ask
How do I stop getting unqualified job applicants?
Before posting the role, identify the one skill or trait a candidate absolutely cannot do the job without, and separate it from anything you’re willing to train on the job. Feed both to an AI chat along with the role and ask it to draft the job post plus five screening questions with a one-line answer key, so unqualified applicants self-select out before they ever book a call.
What should I ask an AI to write a job posting?
Give it the role title, the single non-negotiable skill, one or two things you’re happy to train, and any tools or context specific to your team. Ask for a job post plus five screening questions, each paired with a short line describing the kind of answer that proves the candidate actually has the required skill versus one that only sounds convincing.
How many must-have requirements should a job post have?
Keep it to one. A single, truly non-negotiable skill is easier for candidates to self-assess against and keeps your post from scaring off people who could learn everything else. Move every other requirement into a nice-to-have or we’ll-train-this category, since stacking multiple dealbreakers tends to shrink your applicant pool without improving who applies.
How can I tell if a candidate is faking experience in an interview?
Ask a follow-up question that forces a specific number, date, or name right after their first answer, since genuine experience holds up under that pressure while a rehearsed answer usually falls apart. Pairing each core question with a prewritten listen-for line also gives you something concrete to compare across candidates instead of a vague impression.
Should I use a job description template for every open role?
Only once you actually know what the role needs. If the team or the work is new enough that you can’t yet name the one skill that’s truly non-negotiable, talk to a few people doing similar work first. Filling in a template before that risks locking in a guess that filters out the right candidates for the wrong reason.
Sources
What happens next
As recruiter workload and cost per hire keep climbing, more hiring teams are likely to lean on AI to draft structured screening questions rather than generic job ads. The open question to watch is whether teams actually narrow down to one real dealbreaker before prompting, since the quality of the AI’s questions depends entirely on getting that input right.
