Prescreener

By industry · Healthcare hiring

Healthcare recruiting software for resume screening on license and shift fit

Healthcare hiring is urgent, competitive, and credential-heavy. Open shifts cost money and strain the staff already on the floor, yet recruiters still read every application by hand to confirm an RN license, the right certifications, and whether the person can actually work nights on a step-down unit. Strong clinical candidates accept offers elsewhere during that wait, and in nursing the offer window is measured in days.

Parse · score · rank · recruiter reviews

Shortlist Desk
Criteria

top · held

Screen the pile to watch Prescreener parse every resume, apply your criteria and knockouts, and rank the inbound applicants with a transparent reason on each.

Live, interactive · AI assists, you decide · no signup needed

top matches surfaced held for review Reasons on every card

AI assists · you decide · bias-audited (EEOC / NYC Local Law 144)

CONSISTENT CRITERIA RANKED PILE ATS-READY

Human-in-the-loop you decide

EEOC and LL144 bias-audited

Prescreener is the screening layer for healthcare recruiting. It reads every application the moment it lands, applies the knockout criteria you set for that requisition (license type and state, certifications like BLS, ACLS or PALS, years in the specialty, shift and weekend availability, travel or per diem status), scores fit, and ranks the pile with a written reason under each applicant. A nurse recruiter opening the list at the start of a shift starts with the people worth calling instead of scrolling applications in arrival order. Nothing is auto-rejected and a human makes every decision.

Be clear on scope. Prescreener does not perform primary source verification against a state board of nursing, run background checks or drug screens, manage credentialing files, or check exclusion lists. Those are regulated verification steps that stay with your credentialing team and your background check vendor, where Joint Commission and CMS expect them. What Prescreener replaces is the hours a recruiter spends reading raw applications to work out who is even worth verifying, which is the step that decides whether you reach a good nurse on day one or day five. Screening is bias-audited to support EEOC standards and NYC Local Law 144, with candidate consent and AI disclosure.

Why it works

What your team gets with healthcare hiring

License and credential knockouts

License type, issuing state, and required certifications can each be set as a knockout applied evenly across the pile, so recruiters are not reading applications that cannot clear the hard requirement for the unit.

Screens on the shift, not just the skill

Nights, weekends, rotating shifts, weekend program eligibility, and per diem availability are criteria you set per requisition. Two applicants with identical clinical backgrounds are not equivalent if only one can work the schedule you are filling.

Ranked before the nurse goes cold

Applications are screened as they arrive rather than in a batch somebody works through after rounds. Experienced clinicians apply to several systems at once and tend to take the first real conversation.

A written reason under every applicant

Each candidate carries the criteria they met and missed, so a recruiter can see why someone ranked where they did, and a nurse manager reviewing the shortlist sees the same thing without re-reading the pile.

Clinical guardrail

Prescreener screens against the criteria you set and ranks with reasons. It never makes a clinical judgment, never verifies a license at the source, and never rejects anyone. Those calls stay with qualified humans.

What it handles

Parsed, scored and ranked on autopilot

Prescreener reads every inbound resume, applies your knockout and eligibility criteria, asks the screening questions you set, scores role-fit against consistent criteria, and ranks the applicant pile so your recruiters review the top matches first.

  • Reads every clinical application in the pile as it arrives
  • Applies license, state, and certification knockouts consistently
  • Checks shift, weekend, and per diem availability against the requisition
  • Scores specialty and unit fit, not just keyword overlap
  • Ranks the pile with transparent reasons for recruiters and nurse managers
  • Runs alongside your ATS, credentialing system, and background check vendor
  • Never makes clinical judgments; bias-audited to support EEOC standards and NYC Local Law 144
SHORTLIST Screening
#1 Maya R. 92
#2 Devon L. 88
#3 Priya S. 81 Review
Role-fit scored 48 screened this week

Why Prescreener

One step that screens the whole inbound pile

Not a full ATS, not a six-figure assessment suite, and not a staffing agency. Parse, score, rank and hand off in one place, shaped to the criteria you already hire on.

Reads every resume

Prescreener parses every inbound application, applies your knockout and eligibility criteria, and asks the screening questions you set. Applicants consent and are told AI is screening their application, so no qualified person sits in a backlog for days.

Scores role-fit consistently

Every applicant is scored against the same criteria, with a transparent reason on each candidate, so the pile is compared consistently and the scoring stays bias-audited against EEOC guidance and NYC Local Law 144.

Ranks the pile

The strongest matches rise to the top of a ranked pile your recruiters review first. Prescreener never auto-rejects, it ranks and flags candidates for review, and your team makes every decision.

Good questions

Questions about healthcare hiring

Healthcare recruiting software manages clinical hiring for a hospital, health system, or staffing agency, typically covering job posting, the application, recruiter workflow, and onboarding. Screening tools are the layer that reads the resulting applicant pool, checks it against what the requisition requires, and ranks candidates so recruiters call the strongest people first.
Yes. License type and issuing state can be set as knockout criteria applied evenly across the pile. Applicants who do not show one are flagged for recruiter review with the reason attached rather than auto-rejected, so a nurse with a compact state license or an application in progress is still visible to a human.
No. Prescreener screens what the applicant submits against the criteria you set. Primary source verification with a state board, exclusion list checks, and credentialing file management are regulated steps that stay with your credentialing team or verification vendor. Screening comes earlier, at the point of deciding who to call.
No, and it is not meant to. Background checks and drug screens are separate regulated processes run by your vendor after a candidate advances, under FCRA rules for consumer reports. Prescreener sits before that, ranking the inbound pile so fewer people enter the expensive part of the funnel.
Write the requirements once per requisition, screen every application against them the minute it arrives instead of in scheduled batches, and hand recruiters a ranked call list instead of an inbox. Most of the delay in clinical hiring is applications waiting for a recruiter to have a free hour, not the reading itself.
No. Health systems running Workday, Taleo, iCIMS, Greenhouse, or a healthcare-specific ATS keep them. Prescreener adds screening and ranking on top of the applicant flow those systems already collect, so you get a prioritized pile without moving clinical records or rebuilding your requisition process.
Yes. The criteria are set per requisition, so the same screening runs for respiratory therapists, medical assistants, lab techs, imaging, revenue cycle, and environmental services. Only the criteria change: certification and license for clinical roles, systems experience and shift availability for the rest.
No. Prescreener screens against the criteria you set and ranks with reasons, but it never makes a clinical or hiring judgment. Every clinical and hiring decision stays with qualified humans, and the screening is bias-audited to support EEOC standards and NYC Local Law 144.

Explore more

More ways hiring teams screen with Prescreener

Stop reading the inbound pile by hand. Put screening on autopilot.

Set your role and criteria and Prescreener parses every inbound resume, scores role-fit, and ranks the pile for your team. Prescreener ranks and flags candidates, your recruiters make every hiring decision.

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Consistent criteria · bias-audited to EEOC and LL144 · human-in-the-loop