An artificial intelligence (AI) screening call can ask a candidate about their license: which one they hold, which state or body issued it, when it expires, and whether it’s active today. What it can’t do is prove any of it.

Verifying a license means confirming it with the issuer: the body that issued the credential, or the source that body designates. No screening call does that, whether an agent or a recruiter runs it, so license verification in hiring falls to a person on your team. The real questions are who, and when.

With Metaview Screening, that first call happens early for every candidate you invite, so the claim arrives in the candidate’s own words. Metaview’s Application Review adds fraud flags even earlier: its model flagged 28.59% of the applications it checked as medium or high risk for identity deception or application automation. A flag is a reason to look closer, but it still isn’t a license check.

I’d let the call do the collecting and a named person do the confirming, before the offer wherever the law allows. The rules in this guide are United States rules.

This guide walks through what an AI screening call can check about a license and what it can’t, then where each credential gets verified and who owns the lookup, before the offer and again after hire.

By the end of it, you’ll know what to ask on the call, what to leave off it, and who checks the license before anyone starts work.

What a screening call can collect about a license.

Why ask about a license on the call at all, when the application form already has a box for it? A board lookup needs more than a number: it needs the right state, the right license, and for a multistate nurse license, the home state. A form can’t follow up on a vague answer, and a call can ask again.

Metaview Screening puts an AI agent on a two-way voice call with each candidate your team invites. It works through the questions set for the role and follows up on vague answers. When a candidate has a question of their own, the agent answers it too.

Every candidate you invite gets asked about the credential, early in the process.

For a nursing license, I’d ask which state issued it, whether it’s active today, when it expires, and, for a multistate license, which state is home.

For every completed call, a recruiter decides who moves forward, and Metaview does not make that decision. The answer sits in the transcript next to the question that drew it.

A license is one of the facts worth screening for, like a work permit’s expiry. A current license says nothing about how recently someone used it, though. That’s why recent field practice deserves a question of its own.

Whether a recruiter or the agent runs the call, the other half of the job is the record it leaves behind.

Elara Caring, a home health and hospice provider operating across 18 states, records its recruiter-led phone screens with Metaview’s Notetaker. Its case study puts the main gain this way: “The biggest part is that the AI uses the conversation to fill out an existing questionnaire.”

The Elara Caring case study adds, “Most recruiters said that it saves them about 50% of the time on their phone screens.”

That’s time a recruiter gets back on every screen. For a license check, the record is the bigger gain: the Notetaker captures every spoken word, so the person who checks the license later starts from what the candidate said, instead of from a recruiter’s memory of it.

I’d keep the license number off the call, since one read aloud has to be turned from speech into text before anyone can look it up.

For everything else, the lookup starts from the call’s recording and transcript.

See how a screening call records the claim.
Watch the agent ask about a credential, follow up, and hand your recruiter the write-up.
See it live

Why a low-risk flag still leaves the license unchecked.

If your screening tool has fraud detection, it’s easy to assume the credentials are covered.

Screening’s write-up includes background safety and candidate fraud checks, and it flags responses that are likely AI-assisted or fraudulent. A flag is evidence for a recruiter, never a decision, and a fraud flag is not verification, so the license still goes to the issuing body.

Use the flags in one direction only: a medium or high flag is a reason to run the lookup sooner, and a low one never pushes it later.

Application Review looks earlier, at the application itself. If your team also runs Application Review, it assesses every application for signs of identity deception and application automation before the application goes further.

A flag there arrives with a risk level and a plain-language explanation, and Metaview’s Application Review page tells the recruiter, “you make the final call.”

A flag on an application is a risk signal, which is a separate job from a license check.

28.59%
of the applications Metaview’s fraud-detection model checked were flagged medium or high risk for identity deception or application automation.Source: Metaview Application Review

For a recruiter, that’s a lot of applications worth a second look, and none of those flags tells you whether a license is real.

Application Review also reads each application against the role’s criteria and rates its fit. Among applications with a recorded recruiter decision, recruiters advanced 17.2% of those it rated a great fit and 5.6% of those it rated a poor fit.

The odds rise with the rating, though the gap doesn’t prove the rating swayed anyone.

A great-fit application’s license still goes to the lookup like any other.

Fake candidates are a wider problem than any one license, and this episode of Metaview’s 10x Recruiting podcast looks at how recruiting teams are fighting back.

Verify each credential at the source that issued it.

Organizations accredited by The Joint Commission confirm a license or certification with the issuing source whenever a law or regulation requires one. They record the date, who checked, what was checked, and the result. A copy of the license on its own, the accreditor says, “does not meet the intent” of the requirement.

The source changes with the credential, from a nursing license to a cardiopulmonary resuscitation (CPR) card, and so does the deadline.

Credential What the call can collect Where it gets verified When, at the latest
Registered nurse or licensed practical nurse license Which license, the issuing state, whether it’s a multistate license and which state is home, whether it’s active today, and the expiry date The state board of nursing, or Nursys QuickConfirm for boards that take part, which also shows where a multistate license lets the nurse practice Before the nurse works a shift. Joint Commission accredited hospitals verify at hire and again at each renewal
Certified nurse aide The states where the aide is certified, and every state where they’ve worked as an aide The nurse aide registry in each of those states For a nursing home that takes Medicare or Medicaid, before the person works as an aide. The registry confirmation has narrow exceptions for aides in or just out of a state-approved program; the inquiries to other states have none
CPR or Basic Life Support card The provider, the course, and the issue date The American Heart Association’s eCard lookup, or the Training Center that issued a printed card; the Red Cross’s Find My Certificate for its certificates Your own policy sets it, within what your accreditor or, for a nursing home, federal survey guidance expects. Checking at hire and at each expiry is the simple version
Commercial driver’s license The class, endorsements, issuing state, and expiry The driving record from the current licensing state, which carries an interstate driver’s medical certification status; records from other states and previous employers regulated by the Department of Transportation; the Drug and Alcohol Clearinghouse, with the driver’s consent given in the Clearinghouse Before the driver does any safety-sensitive work for you, including inspecting or loading a truck, with the other states’ and previous employers’ records inside the window federal rules set after the start date
Forklift operator certification The trucks, loads, and attachments they’ve operated, where, and how recently Nowhere outside your company. The employer certifies its own operators, so you evaluate the operator in person Before they operate a truck on your site

Nursys, the license database run by the National Council of State Boards of Nursing, covers only the boards that take part, and it shows the date each board last updated its data. A Nursys lookup is only as fresh as the board’s last upload, so record that update date next to the result. If you’re choosing healthcare recruiting software, ask where that date and the result will live.

A nursing home that takes Medicare or Medicaid has to seek information from every state registry it believes has a record on the person. So the call can ask for each state they’ve worked in as an aide.

A printed card is only what someone chose to show you. The American Heart Association warns that fillable cards, the kind anyone can type a name into, aren’t valid.

There’s no registry for a forklift certification, because the operator’s last employer wrote it. The Occupational Safety and Health Administration still expects a new employer to evaluate the operator in person, and it has said a live-streamed evaluation doesn’t count.

License verification in hiring needs a named owner.

A board lookup confirms what the board holds for that number, on that day. Reading an active result as the end of the check is the mistake I’d push back on hardest.

Whether the person in front of you is that licensee is a separate question, and so is whether the record still holds next month.

New Mexico prosecutors allege that a nursing assistant used the identities of out-of-state nurses that were similar to her own, close enough, they say, to confuse the agencies involved.

So the owner confirms the record and then has to match it to the person. That match happens once an offer has been made and accepted, by comparing the board’s record with the person’s identification. The Equal Employment Opportunity Commission (EEOC) says a photograph for identification should wait until then.

A name that only nearly matches the record is a mismatch until it’s explained. The lookup and the match can happen on different days, as long as both are done before the first shift.

Then record who checked, when, what they checked, and the result. If an accreditor, a regulator, or a lawyer ever asks whether the lookup happened, that record is what you’ll show them.

Two of these lookups spell out consent steps of their own. Nursys’s terms have employers certify that they comply with the Fair Credit Reporting Act (FCRA) before a lookup, which puts the candidate’s notice and authorization first. The Drug and Alcohol Clearinghouse needs the driver’s consent, given inside the Clearinghouse itself.

If a background-screening company prepares a report for you, the FCRA applies to it, and notice and authorization come first there too. That paperwork stays with the team that orders the report.

Those consent steps are also why I’d look up the people a recruiter moves forward after the call instead of every applicant. Authorization from everyone else is paperwork you’ll never use.

The check itself belongs after the call and before the candidate does the work the credential covers. Doing it before the offer brings the candidate’s authorization forward.

In return, the offer stays real in the EEOC’s sense. Wherever medical questions or exams follow an offer, the EEOC treats it as real when the employer has already evaluated the relevant non-medical information it could reasonably have obtained.

I’d put a board lookup in that category.

Some checks can’t move ahead of the offer. A driver’s medical details wait until after a conditional offer, and I’d count the medical certification on the driving record among them.

So for a commercial driver, I’d pull the driving record after the conditional offer everywhere. In New York City, the fair-chance guidance holds it back until then anyway.

For a nurse’s license or an aide’s registry entry, I’d still take the earlier paperwork over an offer made before anyone has looked it up.

If a credentialing team already owns this step, the call hands it a cleaner starting point, with the details around the license number in the candidate’s own words.

Where recruiting owns it, put the owner’s name in writing. Advancing a candidate after the call doesn’t run the lookup, wherever you’re placing the screening call; the owner still runs it, separately.

A candidate profile in Metaview Screening showing career history and a prompt for the recruiter to progress or reject the candidate
A screened candidate waits on a recruiter’s decision. Data shown is illustrative.

The claim the call records is a hypothesis, and the owner’s job is to verify or falsify it. Shahriar Tajbakhsh, who co-founded Metaview, made the case for recording unverified hypotheses in an early post on interview scorecards.

Interviewers shouldn’t be afraid to include hypotheses they didn’t get a chance to verify or falsify.”
Shahriar Tajbakhsh Shahriar Tajbakhsh Co-founder and chief technology officer · Metaview

What the call can ask before an offer, and what waits.

Before an offer, the call can collect the license’s details, but several topics around it have to wait.

  • The EEOC says an employer may ask, before an offer, whether a candidate holds the licenses or certifications the job requires. Under New York City’s fair-chance guidance on criminal history, the pre-offer question for licensed roles is whether the candidate has the license or can get one.
  • Leave the license’s history, including any discipline, to the check at the issuing board. For drivers, the carrier’s signed application already asks about any license denial, suspension, or revocation. A broad question about discipline can draw out conviction history, which fair-chance rules hold back. If you hire where those rules apply, agree with your legal team when the board check runs.
  • Keep health questions and medical details off the call. For drivers, the medical side, including the medical certificate, comes after a conditional offer.
  • In many places, including California, New York City, and federal contract roles, criminal history waits until after a conditional offer unless a law requires the employer to run that check for the role. It doesn’t belong on the call either way.
  • The call can ask whether the candidate is authorized to work and whether they’ll need sponsorship. Leave out citizenship questions. The documents that prove it go with Form I-9, which comes after the offer is accepted.
  • No identification or photos on the call.

These are the same limits a recruiter phone screen works under. The agent asks the same questions of every candidate you invite, so a bad question reaches everyone.

Ask legal to read every question before the first candidate takes the call.

A verified license can still change after hire.

Vermont prosecutors allege that a nursing assistant went on working at a nursing home after the state rescinded her provisional license, and that the state had told her so.

For nurses, Nursys e-Notify can alert an employer when a participating board changes a nurse’s license status, expiry, multistate (compact) status, or public discipline. Nursys’s terms ask for the nurse’s authorization to pull updated records, so collect it alongside the first one.

Drivers’ records get reviewed at least once a year under federal rules. The carrier notes who reviewed each one and when. Everything else gets checked again on the cycle its own rules, or your policy, set.

Give the repeats to the same owner who ran the first lookup. The expiry date that lookup returned marks the latest date for the next one. Your policy can set an earlier one, because a board can rescind a license between renewals.

For a licensed role, my advice is to let the call collect the claim, early and with follow-ups. Confirming it with the issuer is a named person’s job, done before the offer where your law allows.

That person matches the record to the candidate before the work starts and writes down the date and the result. When the credential’s rules or your policy say so, they run the check again.

See it in action.

The call collects the claim. Your team checks it and decides.

The demo follows a call from its first question through the follow-ups to the scored write-up Screening returns for every completed call.

Frequently asked.

Can an AI screening call verify a professional license?

Not on its own. The call collects the claim; verifying it means confirming it with the issuing body, a separate, dated step a named person runs. A recruiter’s phone screen leaves the license unverified too, until someone runs the lookup. Nursing boards that take part in Nursys designate it in a written agreement as a primary source equivalent database, so a lookup there counts. The call adds the details that lookup needs.

Is a photo or copy of a license enough to verify it?

A copy isn’t enough, because it only tells you which record to look for, from the name and license type to the issuing state. It can’t show that the license is still active today, or that it belongs to the person holding the copy.

How do you verify a nursing license from another state?

Start with Nursys QuickConfirm, which is free for employers and covers registered and practical nurse licenses from participating boards of nursing. Its terms require FCRA notice and authorization first. A multistate license comes from the nurse’s home state. If the issuing board doesn’t take part, or the nurse holds a temporary license, go to that state’s board directly.

Do you need to verify CPR certification for new hires?

Nursing homes that take Medicare or Medicaid answer to federal survey guidance that expects staff certified in CPR for healthcare providers to be available at all times. Joint Commission accredited hospitals check and record the credentials they require at hire and renewal. Elsewhere, your own policy sets the rule.

Does a fraud flag mean a candidate lied?

No flag proves that on its own. A flag is evidence for a person to review, never a decision: read what it’s based on, talk to the candidate, and write down what you decided and why.