Test faster. Stay compliant.

Synthetic patient

insights

research

feedback

insights

research

feedback

insights

Simulate diverse patient responses to new ideas
- without recruiting or delays

Privacy-first by design.

Test like code – fast, repeatable, and compliant.

20× faster than traditional research. Zero patient data required.

THE PROBLEM WITH USER RESEARCH

Why UX Research breaks down in healthcare

Traditional research is too slow, too sensitive, and disconnected from clinical realities. In healthcare, ethical, emotional, and logistical barriers make things even harder — leaving product teams flying blind.

Time-Consuming

Recruiting patients, caregivers, or clinicians takes weeks — especially across diverse conditions, specialties, or age groups. Research often stalls projects or delays crucial design decisions.

Expensive

Each interview can cost €200+ and requires legal approval, ethics sign-off, and trained moderators. Iterating on early ideas becomes prohibitively slow and costly.

Hard to Access Patients

Patients are difficult to reach due to illness, availability, or gatekeepers. Clinicians are busy. Some vulnerable groups (e.g. elderly, terminally ill) are nearly impossible to recruit ethically and quickly.

Low-Quality Output

Even when recruited, patients may withhold feedback out of politeness or discomfort. Health jargon, emotional distress, or cognitive overload can lead to shallow, unclear insights.

Not Scalable

You can’t test 10 onboarding flows with oncology patients or 6 sign-up journeys with caregivers in a week. Testing is slow, and unvalidated decisions are the norm.

Legally Restricted

Informed consent, GDPR, and institutional approvals create serious hurdles. Even simple feedback sessions can trigger privacy reviews or ethical compliance issues.

THE SOLUTION

Digital twins of your patients.
Instant validation, 24/7.

Validate with confidence — no privacy risk, no legal blockers, no panel logistics.

Realistic Patient Twins

Simulated patients, caregivers, and clinicians — built from behavioral science, psychographics, and health data. Always-on, always private.

Realistic Patient Twins

Simulated patients, caregivers, and clinicians — built from behavioral science, psychographics, and health data. Always-on, always private.

Realistic Patient Twins

Simulated patients, caregivers, and clinicians — built from behavioral science, psychographics, and health data. Always-on, always private.

Run Qual. Interviews

Test onboarding, diagnosis, or treatment flows — no scripts, no scheduling. Structured, clinically relevant feedback in minutes.

Run Qual. Interviews

Test onboarding, diagnosis, or treatment flows — no scripts, no scheduling. Structured, clinically relevant feedback in minutes.

Run Qual. Interviews

Test onboarding, diagnosis, or treatment flows — no scripts, no scheduling. Structured, clinically relevant feedback in minutes.

Insights in Minutes

No red tape. No delays. Instantly test messaging, journeys, or features — even sensitive topics — with audit-ready insights.

Insights in Minutes

No red tape. No delays. Instantly test messaging, journeys, or features — even sensitive topics — with audit-ready insights.

Insights in Minutes

No red tape. No delays. Instantly test messaging, journeys, or features — even sensitive topics — with audit-ready insights.

THE USECASES

Validate health products with real patient insight —
across the care journey.

From early ideas to post-launch improvements, userhive gives you rich behavioral feedback without compromising privacy, safety, or empathy.

Patient Journey Testing
Idea Validation
Product Concept Testing
UX & Copy Feedback

Patient Journey Testing
Idea Validation
Product Concept Testing
UX & Copy Feedback

Patient Journey Testing
Idea Validation
Product Concept Testing
UX & Copy Feedback

Problem Validation
Value Prop Testing
Persona Creation
Feature Prioritization

Problem Validation
Value Prop Testing
Persona Creation
Feature Prioritization

Problem Validation
Value Prop Testing
Persona Creation
Feature Prioritization

Product

How it works

Generate patient personas, validate healthcare ideas, and simulate real clinical journeys — in minutes, not months.

Digital Patient Twin

Build realistic patient profiles — instantly
Simulate patients, caregivers, or providers based on behavioral science, psychographics, and health-specific data. Always-on, always private.

Get Started

AI-generated user persona showing a digital customer twin with demographic and behavioral attributes for synthetic user research using userhive

Userhive interface for defining research goals and concepts to generate structured AI user interviews for UX and product validation

Research Goals & Key Questions

Ask what matters — from adherence to anxiety
Explore pain points, confusion, emotional triggers, or care gaps. Our engine builds the right questions for your study — fast, ethical, and tailored.

Get Started

AI Insights

Go from opinion to clinical signal — instantly
Get actionable insights from 100s of synthetic interviews. Identify drop-off risks, messaging gaps, or unmet needs — with zero coordination effort.

Get Started

AI-generated insight summary from simulated user interviews using userhive, showing key pain points, feature requests, strengths, and improvement areas

TECH

How We Do It

We combine behavioral science, multi-agent LLM orchestration, and context-aware AI to simulate realistic patient interviews—so you get clinical insight, faster, safer, and fully compliant.

Behavioral User Simulation

Healthcare-relevant traits: anxiety, trust, etc.

Built on behavioral science & patient psychographics

Mirrors authentic emotions, needs, and decision-making in clinical contexts

Behavioral User Simulation

Healthcare-relevant traits: anxiety, trust, etc.

Built on behavioral science & patient psychographics

Mirrors authentic emotions, needs, and decision-making in clinical contexts

Behavioral User Simulation

Healthcare-relevant traits: anxiety, trust, etc.

Built on behavioral science & patient psychographics

Mirrors authentic emotions, needs, and decision-making in clinical contexts

Multi-Agent AI Workflow

Agents for medical logic, sensitivity, and compliance

Uses best-fit LLMs (e.g. GPT, Claude, etc.) per task

Runs interviews and insight generation in parallel, at scale

Multi-Agent AI Workflow

Agents for medical logic, sensitivity, and compliance

Uses best-fit LLMs (e.g. GPT, Claude, etc.) per task

Runs interviews and insight generation in parallel, at scale

Multi-Agent AI Workflow

Agents for medical logic, sensitivity, and compliance

Uses best-fit LLMs (e.g. GPT, Claude, etc.) per task

Runs interviews and insight generation in parallel, at scale

Context-Aware Inputs via RAG

Injects your data: EMRs, intake forms, notes, etc.

Uses Retrieval-Augmented Generation for specificity

Keeps simulated responses aligned with clinical settings and tone

Context-Aware Inputs via RAG

Injects your data: EMRs, intake forms, notes, etc.

Uses Retrieval-Augmented Generation for specificity

Keeps simulated responses aligned with clinical settings and tone

Context-Aware Inputs via RAG

Injects your data: EMRs, intake forms, notes, etc.

Uses Retrieval-Augmented Generation for specificity

Keeps simulated responses aligned with clinical settings and tone

Structured Output You Can Use

Synthesizes key themes: hesitations, drop-offs, misconceptions

Structured by clinical topic, journey stage, etc.

Ready to plug into your backlog, roadmap, or UX flow

Structured Output You Can Use

Synthesizes key themes: hesitations, drop-offs, misconceptions

Structured by clinical topic, journey stage, etc.

Ready to plug into your backlog, roadmap, or UX flow

Structured Output You Can Use

Synthesizes key themes: hesitations, drop-offs, misconceptions

Structured by clinical topic, journey stage, etc.

Ready to plug into your backlog, roadmap, or UX flow

FAQ'S

Got a quick question?

We're here to help you make the right decision. Explore our frequently asked questions and find answers below.

How do you ensure accuracy?

We combine multiple AI agents, healthcare-specific personas, and behavioral science to simulate real patient behavior. Each persona is grounded in clinical contexts and built on regulation-safe data — making results reliable in sensitive, high-stakes settings.

How do you ensure accuracy?

What are common use cases?

Why not just use ChatGPT?

Can I feed in my own company data?

How often can I run research?

KEY TAKEAWAYS

De-Risk Health Innovation with Simulated
Patient Feedback

Test features, language, and journeys with AI-generated patients, caregivers, and clinicians.
Stay compliant — and uncover what really matters before going live.

Get Started

Validate Without Real Patient Data
Move Fast Without Ethical Risks
Insights From Regulated User Segments
Cut Research Costs, Stay Compliant
Reliable Signals for Health Teams

Validate Without Real Patient Data
Move Fast Without Ethical Risks
Insights From Regulated User Segments
Cut Research Costs, Stay Compliant
Reliable Signals for Health Teams

Simulate diverse patient responses to new ideas - without recruiting or delays

Why UX Research breaks down in healthcare

Why UX Research breaks down in healthcare

Why UX Research breaks down in healthcare

Time-Consuming

Expensive

Hard to Access Patients

Low-Quality Output

Not Scalable

Legally Restricted

Digital twins of your patients.Instant validation, 24/7.

Digital twins of your patients.Instant validation, 24/7.

Digital twins of your patients.Instant validation, 24/7.

Realistic Patient Twins

Realistic Patient Twins

Realistic Patient Twins

Run Qual. Interviews

Run Qual. Interviews

Run Qual. Interviews

Insights in Minutes

Insights in Minutes

Insights in Minutes

Validate health products with real patient insight — across the care journey.

Validate health products with real patient insight — across the care journey.

Validate health products with real patient insight — across the care journey.

How it works

How it works

How it works

Digital Patient Twin

Research Goals & Key Questions

AI Insights

How We Do It

How We Do It

How We Do It

Behavioral User Simulation

Behavioral User Simulation

Behavioral User Simulation

Multi-Agent AI Workflow

Multi-Agent AI Workflow

Multi-Agent AI Workflow

Context-Aware Inputs via RAG

Context-Aware Inputs via RAG

Context-Aware Inputs via RAG

Structured Output You Can Use

Structured Output You Can Use

Structured Output You Can Use

Got a quick question?

De-Risk Health Innovation with Simulated Patient Feedback

De-Risk Health Innovation with Simulated Patient Feedback

De-Risk Health Innovation with Simulated Patient Feedback

Simulate diverse patient responses to new ideas
- without recruiting or delays

Digital twins of your patients.
Instant validation, 24/7.

Digital twins of your patients.
Instant validation, 24/7.

Digital twins of your patients.
Instant validation, 24/7.

Validate health products with real patient insight —
across the care journey.

Validate health products with real patient insight —
across the care journey.

Validate health products with real patient insight —
across the care journey.

De-Risk Health Innovation with Simulated
Patient Feedback

De-Risk Health Innovation with Simulated
Patient Feedback

De-Risk Health Innovation with Simulated
Patient Feedback