Use the Interview to Separate Documented Experience from Demonstrated Experience

Let’s be honest: applicants are using AI.

They are using it to clean up resumes, rewrite cover letters, prepare interview answers, and match their experience to the job posting. That does not automatically mean they are being dishonest. But it does mean hiring managers have to do a better job determining what is fact, what is polished, and what may be fiction.

Understanding Candidate Experience

A resume may say the candidate has experience with supervision, compliance, reporting, budgets, or program management. The interview is where the hiring manager needs to find out what that actually means.

Not by playing “gotcha,” but by asking direct follow-up questions that require the candidate to explain the experience behind the words.

Effective Interview Questions

For example:

• “I noticed your resume says you supervised a team. Can you tell me how many staff you supervised, what roles they held, and what your day-to-day supervision actually included?”

• “I noticed your resume references compliance monitoring. What type of compliance were you responsible for, and what would happen if documentation was late, incomplete, or inaccurate?”

• “You listed budget oversight on your resume. What parts of the budget did you actually manage? Were you creating the budget, monitoring expenses, approving purchases, or reviewing reports?”

• “You mentioned program development. Can you walk me through one program you helped build or improve? What was the issue, what did you change, and how did you know it worked?”

• “Your resume says you worked with government contracts. What was your direct role? Were you preparing reports, tracking deliverables, submitting invoices, managing audits, or supporting documentation?”

• “You noted experience with data reporting. What systems did you use, what information were you tracking, and who used the reports?”

• “You described yourself as cross-functional. Give me an example of a project where you had to work across departments. What was your role, what got difficult, and how did you move it forward?”

Moving Beyond Buzzwords

These questions help hiring managers move past buzzwords. There is a major difference between a candidate saying:

“Experienced in operations, compliance, and stakeholder engagement.”

And a candidate being able to explain:

“I managed weekly attendance reviews, followed up with program staff on missing documentation, worked with finance to reconcile billing issues, and prepared monthly updates for leadership.”

That is the difference between language and lived experience. AI can help a candidate sound aligned. The interview should help determine whether they have actually done the work.

Utilizing AI for Interview Preparation

Hiring managers can also use AI to prepare these follow-up questions. A strong prompt would be:

“Review this resume and job description. Identify the skills the candidate claims to have, then create interview questions that help verify whether the candidate has actually performed those responsibilities.”

Another useful prompt:

“Create follow-up interview questions for each major responsibility listed on this resume. Focus on asking the candidate to describe their direct role, examples of work performed, tools or systems used, decisions made, and measurable outcomes.”

The Goal of Effective Interviews

The goal is not to punish applicants for using AI. It is to stop hiring from polished language alone.

• If the resume says “leadership,” ask what they led.

• If the resume says “budget management,” ask what money they managed.

• If the resume says “compliance,” ask what rules, reports, deadlines, or audits they were responsible for.

If the resume says “strategy,” ask what decision they influenced and what changed because of it.

If the resume says “stakeholder engagement,” ask who the stakeholders were and what the candidate actually had to do with them.

Creating Realistic Job Previews

This is also how employers create a more realistic job preview. When the interview is tied to the real responsibilities of the role, the applicant gets a clearer picture of what the job actually requires. That matters.

Because the interview should not just help the employer decide if the applicant is a fit. It should also help the applicant decide if the job is a fit.

That is how we bring the human back into human resources.