2× Inc. 5000
Repeatedly recognized among America's fastest-growing private companies.
Verified Clinical Expert Network
Verified U.S. Nurses for Healthcare AI
Recruit license-verified registered nurses by specialty, setting, and experience for model evaluation, clinical workflow testing, safety review, and expert training data.
Pilot cohorts available in days · U.S. licenses checked · Identity and experience verified
License Verified
Checked against applicable state-board records.
Specialty Matched
Filtered by specialty, setting, and clinical experience.
Project Ready
Screened for availability, communication, and task fit.
RN License Confirmed
Pennsylvania · Active
Medical-Surgical Nursing
8 years clinical experience
10+ Years Healthcare Recruiting
26+ Nursing Specialty Cohorts
State-Board License Verification
Nationwide U.S. Recruitment
Why Nursing Judgment Matters
Healthcare AI Needs Real Nursing Judgment
Nurses bring the real-world clinical context that healthcare AI often misses. They observe subtle patient changes, manage day-to-day care, coordinate communication, catch safety issues early, and understand how clinical workflows actually function at the bedside.
Frontline Clinical Expertise
Real nursing judgment grounded in bedside experience.
Patient Change Over Time
Recognize how symptoms evolve and when situations require escalation.
Real-World Care Delivery
Understand how care is coordinated, communicated, and actually delivered.
Clinical Judgment in Practice
Distinguish what gets documented from what clinicians truly observe.
Bedside Safety Context
Reveal where safety issues emerge and how patients describe problems in real life.
Real clinical context changes model performance.
Nursing judgment helps healthcare AI become safer, more realistic, and more useful in practice.
The Verified Nursing Network
One Verified Nursing Network. Every Clinical AI Use Case.
Access U.S.-licensed nurses matched to the clinical knowledge, workflow experience, and evaluation tasks your project requires.
License-Verified Nurses
Matched by specialty, setting, and clinical experience.
- State-Board Verified
- 26+ Specialty Cohorts
- Nationwide U.S. Reach
Model Evaluation & Safety
Evaluate clinical accuracy, risk, and model behavior.
- Clinical model evaluation
- Medical hallucination detection
- Patient-safety review
- Red-team testing
Clinical Workflow Intelligence
Capture how care is actually delivered across real clinical environments.
- Healthcare workflow annotation
- Medication-administration workflows
- Escalation-pathway testing
- Care-plan review
Nursing Reasoning & Quality
Add frontline judgment to reasoning, documentation, and quality tasks.
- Nursing reasoning data
- Triage-response evaluation
- Documentation assessment
- Clinical quality assurance
Expert Feedback & Multimodal Data
Collect expert human feedback across text, voice, video, and image tasks.
- RLHF and expert feedback
- Patient-education evaluation
- Voice and video collection
- Image and multimodal clinical data
Verification Standard
License Verification Is Only the Beginning.
Every nurse is identity-verified, license-checked, specialty-screened, and matched to the clinical experience your AI project requires.
- Step 01
Identity Verification
Confirm the nurse's identity and match it with professional information.
- Step 02
License & Status Verification
Confirm the nursing license, jurisdiction, expiration date, and active status.
- Step 03
Specialty Validation
Validate specialty, care setting, patient population, and clinical background.
- Step 04
Experience Matching
Match years of experience, unit type, procedures, technology, and workflow.
- Step 05
Project Readiness Screening
Confirm availability, communication ability, task fit, and project requirements.
- Step 06
Optional Video / Liveness Check
Add real-time identity confirmation and anti-fraud controls when required.
Healthcare Recruitment Experience
Built on more than a decade of sourcing hard-to-reach clinical professionals.
Experience & Proof
10+ Years Recruiting the People Healthcare AI Depends On
Human Layer AI is powered by Focus Insite’s decade-plus experience recruiting nurses, physicians, patients, caregivers, administrators, and hard-to-reach healthcare populations.
10+
Years of Healthcare Recruiting
Proven healthcare recruitment operations.
26+
Nursing Specialty Cohorts
Specialty and experience-based matching.
50
U.S. States Covered
Nationwide clinical sourcing capabilities.
300K+
People in Our Recruitment Network
Established participant and expert infrastructure.
Proven Operating History
Human Layer AI Is New.The Experience Behind It Is Not.
Human Layer AI is backed by Focus Insite's established recruiting, verification, and project-delivery infrastructure—recognized for growth, leadership, workplace culture, and operational execution.
Soaring 76
Named among the Philadelphia region's fastest-growing businesses.
Great Place to Work Certified
Recognized for building a strong, people-first operating culture.
Best Companies for Remote Workers
Recognized for distributed operational excellence.
Titan 100 CEO
Regional leadership recognition among top-performing CEOs.
Fortune 100 Project Experience
Experience supporting research and recruiting initiatives for leading enterprise organizations.
Recognition Matters.Execution Matters More.
More than 2,400 research and recruiting projects delivered with rigorous sourcing, participant verification, operational management, and client support.
10+
YEARS
Healthcare recruiting experience
2,400+
PROJECTS
Research and recruiting engagements delivered
50+
SPECIALTIES
Clinical specialties and subspecialties
U.S.
FOCUSED
Healthcare recruiting infrastructure
Frontline Clinical Insight
Real nursing judgment grounded in daily care.
Why RNs Are ValuableHealthcare AI Needs
Healthcare AI Needs
Frontline Nursing Judgment
A license confirms professional standing. Frontline judgment reveals what healthcare AI often misses—how symptoms evolve, where communication breaks down, how care plans work in practice, and when a situation requires escalation.
Patient Behavior
How patients respond, communicate, and follow care plans.
Symptom Progression
How conditions evolve and when escalation is required.
Medication & Discharge Reality
Where medication, discharge, and follow-up problems emerge.
Workflow & Communication Gaps
Where documentation, coordination, and care delivery break down.
Frontline nursing judgment makes healthcare AI safer, more realistic, and more useful.
Specialty Coverage
Specialized Nurses Matched to Your Clinical AI Use Case
Access nurses and clinical professionals across acute care, chronic care, women's health, community care, research, and care coordination.
Acute & Critical Care
- Emergency Department
- ICU
- Medical-Surgical
- PACU
- Perioperative / OR
- Cardiology
Specialty & Chronic Care
- Oncology
- Neurology
- Dialysis
- Diabetes Nurse Educators
- Psychiatric Nursing
- Hospice
Women, Children & Community
- Pediatrics
- Neonatal
- Labor & Delivery
- School Nursing
- Public Health
- Home Health
Research, Informatics & Coordination
- Clinical Research
- Nursing Informatics
- Telehealth
- Case Management
- Utilization Review
- Nurse Navigation
Nursing Capabilities
Nurses Bring Real-World Clinical Judgment to Healthcare AI
Verified nurses help evaluate clinical workflows, identify safety risks, improve patient-facing communication, and create realistic training data grounded in frontline care.
Evaluate Clinical Recommendations
Review AI-generated recommendations for clinical accuracy, practicality, and patient safety.
Review Patient-Facing Responses
Improve clarity, empathy, health literacy, and escalation guidance.
Explain Nursing Judgment
Document the reasoning behind prioritization, escalation, monitoring, and care decisions.
Test Care-Coordination Workflows
Validate handoffs, documentation, discharge planning, and multi-role workflows.
Identify Safety and Workflow Risks
Surface hallucinations, unsafe instructions, missing escalation points, and operational gaps.
Create Realistic Clinical Scenarios
Develop nurse-authored cases based on real frontline workflows and patient situations.
What Your Team Receives
Structured Scores
Accuracy, safety, clarity, and workflow realism.
Written Rationale
Nurse-authored explanation of the evaluation.
Safety Flags
Clinical risks, escalation failures, and workflow gaps.
Corrected Outputs
Improved responses, workflows, and reference examples.
Need Nurses for a Specific Clinical Workflow?
Tell us the nursing specialty, task, care setting, and timeline. We will recommend the right verified nurse cohort and evaluation structure.
Ideal For
Built for Healthcare AI Products That Need Clinical Judgment
Verified nurses help healthcare AI teams evaluate safety, validate workflows, improve patient-facing experiences, and strengthen real-world clinical performance.
Clinical AI Safety
Identify hallucinations, unsafe recommendations, and escalation failures.
Best for: CDS, triage, and medication-safety tools
Workflow Validation
Test whether AI fits real clinical environments, responsibilities, and handoffs.
Best for: workflow, coordination, and care-delivery tools
Patient-Facing Accuracy
Review tone, clarity, usefulness, and clinical safety in patient interactions.
Best for: chatbots, engagement tools, and virtual care
Product Categories
01
Clinical Decision & Safety
Products that influence clinical recommendations, escalation, and patient risk.
- Clinical decision-support systems
- Patient-triage tools
- Medication-safety systems
- Medical-device software
02
Patient Experience & Virtual Care
AI products that guide, support, or communicate with patients.
- Healthcare chatbots
- Virtual nursing platforms
- Patient engagement tools
- Telehealth platforms
- Behavioral-health platforms
03
Clinical Workflow & Documentation
Products supporting documentation, operations, and care coordination.
- Ambient documentation tools
- Hospital workflow software
- Care-management platforms
- Utilization-management systems
04
Remote & Longitudinal Care
Technology supporting care beyond traditional clinical encounters.
- Remote patient monitoring
- Home-health technology
- Senior-care technology
- Pharmaceutical support programs
05
Education, Simulation & Payer Technology
Products supporting learning, simulation, reimbursement, and coverage.
- Nursing education products
- Clinical simulation tools
- Insurance and payer technology
Not sure where your product fits?
Tell us what your healthcare AI product does, and we’ll recommend the right nurse cohort and evaluation structure.
Human Data Provenance
Every Expert Contribution Should Be Traceable
From identity and licensure to project qualification and completed work, every step is documented and connected to the final contribution.
- 01
Real Identity
Confirm the contributor is a real person and match identity with professional records.
- 02
Verified Nursing License
Confirm license jurisdiction, status, expiration, and applicable public records.
- 03
Confirmed Clinical Background
Validate specialty, care setting, patient population, and recent clinical experience.
- 04
Project-Specific Qualification
Screen the nurse against the exact workflow, task, technology, and communication requirements.
- 05
Completed Expert Contribution
Connect the verified contributor to the completed evaluation, annotation, or training-data task.
Not Every Licensed Nurse Is Right for Every Project
We match each nurse by identity, license, specialty, recent experience, care setting, workflow exposure, technology use, communication ability, and project-specific knowledge.
Flexible Engagement Models
Start With a Pilot. Scale Into an Expert Network.
Choose the engagement structure that fits your current stage, project scope, and long-term human data requirements.
Recommended Starting Point
Start Here
Targeted Nurse Pilot
A focused, time-boxed engagement to validate feasibility with a small verified nursing cohort.
Best for
Early validation, model testing, and first-use-case pilots.
Focused
Specialty Nursing Cohort
A curated group of registered nurses matched to one specialty, care setting, or clinical workflow.
Best for
Specialty-specific evaluation and expert feedback.
Recurring
Ongoing Evaluation Network
A recurring pool of verified nurses reviewing model outputs, workflows, and patient-facing experiences over time.
Best for
Continuous model evaluation and quality monitoring.
Scale
High-Volume Training Program
Large-scale expert data creation with structured quality control, throughput targets, and reporting.
Best for
Training data, annotation, RLHF, and scaled evaluation.
Custom
Custom Clinical Workflow
Bespoke live or asynchronous workflows designed around your model, security, technology, and operating requirements.
Best for
Complex, proprietary, or enterprise-grade projects.
Not sure which engagement model fits?
Tell us what you are building, and we will recommend the right cohort structure, workflow, and level of support.
What We Need From YouA Focused Brief.
A Focused Brief.
A Verified Cohort.
A Fast Start.
Share a few project inputs and we'll return a tailored cohort plan and launch recommendation.
Verified Nurses
Rigorous screening and credentialing
Rapid Turnaround
Cohort plan typically within 48 hours
Enterprise Grade
Security, compliance and privacy built-in
Trusted by leading healthcare and life sciences teams
Healthcare AI TeamsClinical Research FirmsDigital Health CompaniesLife Sciences OrganizationsEnterprise Innovation Teams
Project brief review
Tell us these basics
The more details you share, the better we can tailor your cohort plan.
- Type of nurses needed
- Clinical specialty
- AI product / model
- Tasks required
- Live or asynchronous work
- Time commitment
- Number of nurses
- Required states / licenses
- Employment requirements
- Launch date
- Compensation range
- Confidentiality / security requirements
Get StartedYour Healthcare AI Needs
Your Healthcare AI Needs
More Than Medical
Knowledge.
It Needs Real Frontline Judgment.
Verified nurses · Specialty screening · Project-specific qualification
FAQ
Answers for AI Teams Building in Healthcare
Still have questions? Book a consultation and we'll walk through your project.
