Using AI Preceptor Matching to Rescue Stalled NP Clinicals

AI preceptor matching uses artificial intelligence to help you find a preceptor for your clinical rotation. If your search has stalled, or you need a rotation that’s hard to fill, you may be wondering what AI can do for you and which decisions still belong to people.

This guide explains how Clinical Match Me uses AI preceptor matching. Learn where our AI preceptor outreach fits beside the preceptors who browse placement requests, which decisions stay with people, and when the outreach helps most.

TL;DR

• Submit a placement request with your specialty, dates, hours and location, and receive offers from preceptors who match your profile.
• Our AI preceptor outreach contacts qualified providers near you, even when there are no matching preceptors in our network.
• We use the outreach for difficult rotations, such as psych, acute care and women’s health rotations, which can be harder to fill.
• People make every decision about your rotation. Preceptors choose which students to send offers to, you choose which offer to accept, and your school approves your preceptor.
• Free to join and no credit card required. Pay nothing until you accept an offer.

What is AI preceptor matching?

AI preceptor matching, sometimes called AI preceptor placement, means using artificial intelligence to help connect students with preceptors for their clinical rotations. The software handles part of the search, and people make the decisions. The preceptor decides whether to teach you, and your school approves the placement.

Finding a preceptor is hard for nursing schools too. In a June 2025 report, the American Association of Colleges of Nursing named insufficient clinical placement sites, faculty and preceptors among the primary barriers to accepting all qualified students. When preceptors are hard to find, it helps to reach as many qualified providers as you can, and AI can do much of that work for you.

How does Clinical Match Me use AI preceptor matching?

Clinical Match Me connects you with preceptors through our network of nurse practitioner preceptors and through our AI preceptor outreach.

How do preceptors in our network find you?

Preceptors in our network browse placement requests and send offers to the students they’d like to precept. We have thousands of preceptors nationwide. Your placement request tells them what you need for one rotation: your specialty, your rotation dates, the hours you need and where you can do your rotation.

Choose the states you’re willing to travel to, or enter your zip code and how far you’re willing to travel. We’ll match you with preceptors in those areas. To follow each step from signing up to your first day, read how preceptor matching works at Clinical Match Me.

What does AI preceptor outreach do?

Our AI preceptor outreach contacts qualified providers near you, even when there are no matching preceptors in our network. We use it for difficult rotations, so you have another way to find a preceptor when your rotation is hard to fill.

What stays human in AI preceptor matching?

Every decision about your rotation. Our AI-based platform automates much of the NP preceptor matching process, but you can always reach a human and our support team is available 7 days a week.

Who decides whether a preceptor teaches you?

The preceptor does. Each preceptor decides which students to send offers to, so every offer comes from a preceptor who wants to work with you.

Who chooses your preceptor?

You do. Since preceptors send you offers, you choose your preceptor instead of being assigned one. You’ll see the price on each offer before you accept it.

Before you accept an offer, ask yourself:

• Will this rotation meet my program’s requirements?
• Can I manage the schedule and the travel during the semester?
• Does this setting fit my learning goals?

If you’re unsure about an offer, read our guide to the questions to ask a preceptor before you accept.

Who approves your preceptor?

Your school does. Under the 2022 national standards for NP education, faculty assess and approve every clinical placement, including preceptors that students find themselves. AI can help you find a preceptor, but only your school can approve one.

You’re protected by our Money Back Guarantee. If your school rejects your preceptor for any reason, or your preceptor cancels, choose either a full refund or a new preceptor at no extra cost.

When does AI preceptor outreach help most?

It helps most with difficult rotations, such as:

• Hard-to-fill specialties. Psych, acute care and women’s health rotations can be harder to fill, so try to request them as early as possible.
• Areas with no matching preceptors in our network. Even there, our outreach contacts qualified providers near you.

How do you get started?

Sign up free and submit a placement request. Here’s how:

1. Gather your requirements. Collect your program’s written clinical requirements, the specialty and type of site you need, your hours and exact dates, and any rules your school sets for preceptor credentials.
2. Sign up. Free to join and no credit card required.
3. Submit your placement request. Add your specialty, dates, hours and the area where you can do your rotation.
4. Compare your offers. Choose the best preceptor for your schedule and learning goals, and accept that offer.

Many students receive their first preceptor offer within 24 hours of registering. Still, a few choices make a match more likely. The sooner you submit your placement requests, the more preceptors will be available for your dates. Adding more states, or increasing how far you’re willing to travel from your zip code, lets more preceptors see your request. And if your program allows it, choose a wider range of dates, since a preceptor with a busy schedule may have room for a rotation that starts a little later.

AI preceptor matching: common questions

Can you request a specific preceptor?

Yes. Tell us which preceptor you’d like, and we’ll check whether they’re available and ask them to send you an offer.

Is AI preceptor matching free?

Yes, until you choose your preceptor. Free to join and no credit card required. Pay nothing until you accept an offer.

Most preceptors charge a flat rate of $1,995 for rotations up to 140 hours, or $2,195 for rotations up to 250 hours. That price includes our fee and the preceptor’s honorarium (their compensation for teaching you), and payment plans are available. See every option on our NP preceptor cost page.

Who can use Clinical Match Me?

We place NP and PA students in every clinical specialty, and our students come from all 50 states. Students in other APRN tracks, such as CNM, CRNA and CNS programs, can submit placement requests too, and we’ll try to place them. Learn more about NP clinical placement in your specialty.

What should you ask a preceptor matching service about AI?

Before you sign up with any service that uses AI, ask:

• What does the AI do, and what do people decide?
• Will I choose my preceptor, or will one be assigned to me?
• Can the service reach preceptors outside its own network?
• Do I pay when I sign up, or only after I accept a preceptor?
• Can I reach a person when I have a question?

For more help, read our guide to finding the best preceptor matching service for your situation.

Find your preceptor with Clinical Match Me

Clinical Match Me is a nationwide preceptor placement service for NP and PA students in every clinical specialty. Our founder is a nurse practitioner who struggled to find a preceptor as a student, and since 2014 we’ve helped more than 10,000 students find preceptors in all 50 states.

Free to join and no credit card required. Pay nothing until you accept an offer, and once you do, you’re protected by our Money Back Guarantee.

Sign up free and submit your first placement request today.