- Perceptors AI
- Healthcare learning resource library
- Course governance and accreditation guide
Resource pillar · Course governance and accreditation
Course governance, certification and accreditation
Course quality, a provider's certificate and external accreditation are different claims. Each needs its own owner and evidence.

Who reviews AI-generated learning?
The published Perceptors model includes human approval over sources, curriculum, assessment, localisation and launch.
Assign reviewers with relevant subject-matter expertise. Record revisions and the version approved for release.
Certification is not automatic accreditation
The site describes GCLS certification in its course-development process and AI in Healthcare Certification announcement.
That does not establish recognition by a medical board, university, regulator or external accreditor.
Confirm the exact programme, issuer, assessment requirements and jurisdiction before describing recognition.
Maintain a course after launch
Track evidence updates and reviewer decisions. Define when source changes require a new review or learner notification.
An audit trail is useful documentation, not proof of compliance with every applicable rule.
AI in Healthcare Certification
A practical programme for physicians, clinical leaders and healthcare executives, announced by GCLS together with Dr Vibe.
This is an existing-site programme announcement, not a claim of external accreditation. Programme duration, price and formal recognition require approved documentation.
Articles in the Course governance and accreditation cluster
Read the supporting articles, then return here for the wider framework.
- GCLS launches Perceptors AI: Agentic learning system for healthcare education
- GCLS launches the AI in Healthcare Certification
- A governed course-development process: from source knowledge to learner delivery
- LMS for Life Sciences: What Regulated Teams Should Require
- Accredited Online Medical Courses: How to Vet Providers and Earn Recognized Credits
- How to Get CME Credits Online: A Practical Walkthrough for Busy Clinicians
- Healthcare Compliance Training Software: How to Evaluate Platforms for Regulated Environments
- Clinical Training Operations: How to Manage Compliance, Competency, and Continuing Ed in One Platform
- HIPAA-Compliant LMS: What Healthcare Organizations Must Verify Before Signing
TODO: pending verification
- TODO: Provide the approved GCLS awarding entity, certificate wording and programme requirements.
- TODO: Provide any external accreditation or CME/CPD recognition documents, including body, jurisdiction, scope and validity dates. Until supplied, no external recognition is claimed.
