Faculty time
Effective clinical training depends on expert availability that is difficult to scale across growing cohorts.
AI-powered clinical simulation for education and training
Give Every Learner More Opportunities for Clinical Practice
DocSimulator helps institutions provide more clinical practice opportunities through AI-assisted conversational : from OSCE preparation to clinical reasoning, with structured feedback and flexible access.
520,000+simulated clinical interactions
12,000+simulations completed
180,000+criteria assessed by AI
Clinical case Claude DUPONT
Cardiorespiratory assessment · English
AI patient
I have had chest pressure since this morning. It gets worse when I walk upstairs.
Student
Can you describe the pain and whether it radiates anywhere?
AI patient
It feels tight, around 7 out of 10, and sometimes moves to my left arm.
Voice mode
Natural spoken interaction
Assessment
Instant feedback
Improvement
Personalised guidance
A real-world simulation experience
A complete clinical simulation in minutes, with immediate structured feedback.
Used in educational and research contexts
Educators, researchers, and pedagogical teams from these institutions have used, evaluated, or piloted DocSimulator in educational or research contexts.
Institutional logos are displayed for informational purposes only to illustrate educational, pilot, or research contexts. Their presence does not imply institutional endorsement, sponsorship, or official partnership.
The challenge in clinical training
Healthcare education demands practice , but resources remain limited.
Clinical training, including OSCE preparation, is pedagogically strong yet operationally heavy. Institutions need more practice opportunities without lowering educational standards.
Simulation cost
Standardised patient sessions are valuable for healthcare education, but expensive to repeat with sufficient frequency.
Uneven practice
Students often face inconsistent access to structured , whether for OSCE preparation, history-taking, or communication skills.
Assessment load
Delivering timely, structured feedback across clinical training programmes remains a persistent institutional challenge.
Outcomes for institutions
Why institutions adopt DocSimulator
More practice
Enable more students to practise more often.
Immediate feedback
Provide structured feedback after every simulation.
Pedagogical consistency
Ensure a comparable experience across cohorts.
Flexible access
Practice available remotely and at any time.
Scalability
Support cohort growth without proportional resource growth.
Complement to existing programmes
Complement standardised patients, simulation centres, and existing teaching.
Pedagogical data
Actionable pedagogical data at scale
Each simulation generates structured data that reveals clinical competencies, areas for improvement, and cohort progression over time.
Individual view
Identify a learner’s strengths and weaknesses.
Cohort view
Spot competencies requiring pedagogical reinforcement.
Programme view
Measure performance progression and the impact of educational initiatives.
The platform
A structured clinical simulation environment built for institutions.
DocSimulator is not a general-purpose : it is a clinical case-based medical training environment developed by compuute.io, designed for AI patient interactions, evaluation workflows, and educational scalability.
Simulation
Interactive AI patient encounters
Students practise history-taking, clinical reasoning training, and communication skills development through realistic virtual patient exchanges.
Feedback
Structured evaluation after each session
Each interaction generates actionable feedback aligned with educational , from OSCE preparation to continuing professional education.
Scale
Repeatable practice without bottlenecks
Training can be available remotely, 24/7, across cohorts without requiring a proportional increase in faculty or patient actor time.
International
Multilingual clinical case support
Institutions can deploy simulations for diverse student populations and cross-border educational programmes.
Control
Case customisation for any clinical context
Educators can adapt cases for clinical reasoning training, communication skills practice, or OSCE preparation to match local curricula and objectives.
Research
Designed for pedagogical experimentation
The platform supports educational innovation, repeatable protocols, and research initiatives across clinical simulation use cases.
Used in healthcare education
Deployed in clinical training contexts.
MedicinePharmacyClinical trainingConversational simulationOSCE preparationClinical reasoning development
Structured practice cycle
A clinical simulation workflow designed for formative assessment.
From clinical encounter to structured debriefing, each cycle reinforces competency development through repeatable, case-based practice aligned with institutional learning objectives.
01
Initiate the clinical encounter
Select a standardised clinical case aligned with curricular objectives, examination format, and target competencies for the learner cohort.
02
Conduct the patient interaction
Engage in history taking, clinical reasoning, and communication within a structured AI-patient dialogue that mirrors authentic clinical encounters.
03
Review formative assessment
Receive structured debriefing with criterion-referenced feedback, identified gaps, and actionable recommendations immediately following the encounter.
Research & Expertise
Why choose compuute.io
compuute.io participates in research and innovation initiatives in AI-enabled clinical education. Experience gained in academic and research contexts informs the design of compuute.io products.
Scientific and educational innovation
Compuute.io is involved in scientific and educational innovation projects in simulation-based learning and AI-enabled medical education.
Scientific contributions by team members
Members of the compuute.io team have contributed to peer-reviewed publications exploring the use of AI-assisted clinical simulations and their impact on learning.
Diverse educational environments
compuute.io has experience supporting educational initiatives, pilots, and research activities across diverse academic environments.
Designed for clinical education
compuute.io develops and operates platforms specifically designed for structured educational workflows, assessment, and scalable , not adapted from general-purpose AI tools.
Informed by input from educators and researchers
Clinical cases, evaluation workflows, and deployment models benefit from input by educators, simulation centres, and pedagogical innovation teams.
Institutional deployment at cohort level
compuute.io supports institutions in deploying clinical simulation across programmes, enabling repeatable practice opportunities without proportional resource increases.
Structured educational workflows
From cohort management to formative assessment, the platform is built around institutional needs rather than individual consumer use cases.
Peer-reviewed contributions by members of the compuute.io team:
NEJM AI, AI-assisted standardized clinical examinations in medical education 
BMC Medical Education, AI-based patient simulations in healthcare education The publications cited reflect scientific work to which members of the compuute.io team have contributed. They do not constitute a validation or certification of the DocSimulator product in its current version.
Get in touch
Let’s explore how clinical simulation can support your institution.
For universities, health schools, hospitals, and simulation centres interested in AI-powered clinical simulation, educational research, or pedagogical innovation.
Best fit: institutions exploring research initiatives, pedagogical innovation, simulation-based training, or educational deployment at scale.
Developed by compuute.io: compuute.io develops and operates AI-powered clinical simulation platforms, informed by experience gained in academic and research contexts in medical education.
Cohort deploymentPilot projectOSCE preparationEducational researchNew clinical case developmentCurriculum integration