The Hire AI Cannot Make

A few weeks ago, I shared a post about job descriptions as the first chapter of your company’s story, triggered by a conversation with Kelly Moreno from Workforce Solutions Rural Capital Area. The premise was simple: if your job description sounds like everyone else’s, the right candidate doesn’t apply. They scroll right past you. Generic listings attract generic candidates.

This week I had a follow-up conversation I didn’t plan, with someone who takes that idea one step further. Shannon Black chairs SCORE Austin, the free business mentoring organization that serves Central Texas. She built two Montessori schools from scratch, sold them about four years ago, found SCORE, and has been helping other entrepreneurs avoid the mistakes she had to make on her own. She came to this taping three days after a rattlesnake bit her hand in her Georgetown garden. She didn’t cancel. She raised her arm when the blood pooled, answered every question, and gave me one of the most useful frameworks for hiring I’ve encountered in 30-plus years of business.

Here is what the framework comes down to: a job description is a values filter. An interview is a values test. And AI can optimize one but cannot pass the other.

The Job Description Is Still Just the First Filter

Kelly Moreno made the case that most employers have never actually written their job descriptions. They inherited them, copied them from a template, or let HR paste requirements from a role that last existed in 2015. The skills being screened for don’t match what the job actually requires. The degree requirement nobody ever questions filters out people who would have been exceptional. The posting is up Thursday when it should be up Sunday morning.

That last point came from Shannon. Google takes about 24 hours to index a new job listing. The peak job-search window of the week is Monday at lunch. If you post Thursday, your listing is stale by the time candidates are looking. Shannon posts every listing Sunday morning, adds 30-plus hashtags at the bottom (search engines index them; job seekers never read them), and writes the listing like a person, not a compliance document. Shorter. Friendlier. No masculine words that suppress female applications without anyone noticing.

The listing is the story. The question is whether the story is specific enough to attract someone who wants to be in it, or generic enough to attract anyone who needs a job. Those are two different applicant pools, and they perform very differently over time.

At A Place At Home North Austin, my wife Stacey and I hire caregivers in an industry with 80% annual turnover. The standard approach is to sponsor a listing, get flooded with applications, filter for basic credentials, and hope the person who shows up matches what the resume said. Shannon’s approach, which I started applying after her session at the Round Rock Chamber, means we almost never sponsor a listing. We still have our very first caregiver, the one who took care of our very first client. She’s still with us. The listing is the first reason. The interview is the second.

What AI Can Produce and What It Cannot

Shannon mentioned something in our conversation that resonated. She said that the biggest hiring complaint she hears from business owners right now is a flood of AI-written resumes: polished, keyword-optimized, saying all the right things. Candidates arrive for the interview and the presentation doesn’t match the document. Not because they lied, necessarily. Because AI wrote the document and the candidate wrote the interview. Those are two very different people.

This is the logical end of a resume-first hiring culture. If the resume is the primary signal, and AI can now generate a compelling resume faster than any human, then the resume tells you almost nothing. The credential, the format, the keyword match: AI handles all of that. What AI cannot produce is what happens when a person walks into a room, sits down, and is asked a question they were not expecting.

Shannon asks every candidate: what is your favorite color? And then she asks why.

She is not evaluating the color. She is watching for whether the person lights up. She once had a candidate say black. Shannon’s immediate reaction was doubt. Then she asked why. The candidate said: “I really love light, especially pastel colors. And if you add just a hint of black, it makes them all pop. It makes me so happy to see them more highlighted so they stand out.” Shannon’s response: “When can you start?”

That answer has nothing to do with childcare. It has everything to do with whether this is a person who sees the world with genuine enthusiasm, who tells stories from a place of real feeling, and who will bring that quality into every interaction with a child, a parent, and a coworker. No resume conveys that. No AI can generate it. It is either in the room or it isn’t.

The Interview Is a Story-Fit Test

Here is the way I have come to think about the full hiring process: the job description filters for people who resonate with your story. The interview confirms whether they light up about it.

Those are two separate tests and most companies only run one of them. They write a job description that says nothing distinctive (so it doesn’t attract people with specific values) and then they conduct interviews that confirm credentials (so they don’t discover whether the person actually fits). The result is a hire who technically qualifies for the role and gradually erodes the culture from inside it.

Shannon puts every candidate in the classroom with her lead teachers before making a final decision. Not to see how the candidate performs with children. To see what the lead teacher, the person who runs the culture day to day, thinks of this person when they’re relaxed. Shannon’s rule: if the lead teacher does not give a thumbs up, the person is not hired. No exceptions. She says every time she hired someone her lead teachers were lukewarm on, it didn’t work out. Every single time.

That’s a culture protection mechanism, not a credential verification system. Shannon’s leads were not evaluating whether the candidate had the right qualifications. They were evaluating whether this person belongs in the story the school is telling. That’s a different question entirely, and it requires a human in the room to answer it.

The same logic applies whether you are hiring a caregiver, a developer, an account manager, or a marketing coordinator. Every hire either reinforces the culture or begins to dilute it. Shannon put it directly: protecting your culture today is probably more important than it has ever been in the history of hiring. Once the culture is set up correctly, it self-regulates. The people who belong there make the people who don’t uncomfortable, without management having to step in. The culture becomes its own filter.

You Have to Know Your Story Before You Can Hire for It

There is a version of this whole conversation that gets stuck. A business owner reads Shannon’s hiring system and thinks: I need to write a better job description and ask a weird interview question. That is not the insight. The insight is that your job description and your interview are both expressions of your story. If you don’t know what your story is, the description defaults to generic and the interview defaults to credential verification. You get candidates who meet the requirements and don’t fit the culture, and then you wonder why retention is a problem.

The work I do in the Core Story Intensive is specifically designed for this moment: before the job description, before the interview, before the culture conversation. We surface the founder story (why you exist), the culture story (how your team actually operates), and the customer story (the transformation you create). When those three are clear and aligned, the job description almost writes itself. You know exactly what you’re looking for because you know exactly what story this person is joining. And in the interview, you know what lighting up looks like for your specific company, because you know what your company stands for.

Shannon built Sunrise Montessori on a specific belief: that children thrive in a particular environment and deserve a particular quality of care. That belief made the candidate who lit up about black making pastels pop the obvious hire. Because Shannon’s school was built on paying attention to what makes things come alive. The candidate’s answer was in the same language as the culture. That’s values alignment. You can’t get there by checking boxes.

What story is your next candidate expected to join? If you can’t answer that in one clear sentence, the interview hasn’t started yet.

Listen to the Full Conversation with Shannon Black

Shannon and I covered a lot more ground than hiring on Rock Solid. She talked about what two-thirds of SCORE’s clients actually need when they show up (it’s not what most people assume), the lease trap that catches far too many small business owners, and how to know whether you’re ready to make your first hire, including the two specific triggers that tell you the time has come. If you own a business anywhere in Central Texas, the free mentorship and resources at SCORE Austin are worth a look. Shannon’s profile is at score.org and you can connect with her on LinkedIn. Catch the full episode on Rock Solid here, or watch below.