Product logic
AI-MEDICS product logic
How the offer is defined, who it serves and on what basis it is renewed.
What does the institution buy?
A governed competency-assurance capability: the ability to generate defensible assessment evidence, map it to the institution's selected framework, detect competency gaps early, act on them, and demonstrate whether they closed.
Who uses it?
Residents as the primary daily users, faculty supervisors as assessors, programme directors as the operational champions, and GME administrators as the programme operators. The teaching hospital or academic institution is the economic buyer.
What does it improve?
Earlier identification and closure of competency gaps, more actionable and behaviour-based feedback, reduced administrative burden on faculty, and better-organised programme evidence.
Why is it different?
It does not merely store activities or deliver learning content. It connects governed evidence generation, framework mapping, gap identification, remediation, reassessment and traceable reporting in one closed workflow.
Why renew?
Renewal depends on demonstrated competency-gap closure, reduced faculty effort, improved evaluation completion and faster preparation of programme evidence — each measured inside the platform.
Structured evidence prepared for institutional review and potential accreditation submission, subject to the relevant institutional and regulatory requirements.
Scope: current MVP versus residency operations suite
The competency-assurance loop is the dominant, fully interactive experience. Broader residency operations are shown as beta, platform roadmap or future institutional modules.
People
- Resident and faculty profilesBeta
- Resident onboarding and reappointmentPlatform Roadmap
- Dynamic forms and document collectionPlatform Roadmap
- Credentials, licences and expiry alertsBeta
Operations
- Rotation, clinic, shift and call schedulesBeta
- Work-hour submission and violation monitoringBeta
- Absence, annual leave and conference requestsPlatform Roadmap
- Internal and external moonlighting requestsPlatform Roadmap
- Tasks, reminders and notificationsBeta
- Programme messaging and announcementsPlatform Roadmap
- Mobile-responsive and offline-capable loggingBeta
Clinical activity
- Procedure and case loggingBeta
- Supervisor verification of proceduresBeta
Assessment
- Evaluations and real-time feedbackBeta
- Faculty talk-to-text feedbackBeta
- Milestones, EPAs and competency progressionMVP
- Document and portfolio managementMVP
Curriculum
- Curriculum goals and learning objectivesPlatform Roadmap
- Didactic conferences and attendanceBeta
Programme
- Annual Programme Evaluation workflowsBeta
- Clinical Competency Committee workflowsMVP
- Accreditation evidence organisationMVP
- Institutional analytics and benchmarkingFuture Institutional Module
Administration
- Programme finance and reimbursement reportingFuture Institutional Module
- API and LMS/SIS/scheduling integrationsFuture Institutional Module