ZENO aligns with internationally recognised medical education approaches, including Competency-Based Medical Education (CBME) and Continuous Professional Development (CPD). The Virtual Patient LLM Module supports 45 scenario-based training cases and more, ready to deploy with locally supported LLM frameworks such as Microsoft Azure ChatGPT or Meta LLaMA, tailored to specific Cloud hosting or secure server needs.

ZENO employs advanced Cantonese-oriented language models, backed by both local and global peer-reviewed research. It is fine-tuned with real-world data and scaled for specific usage domains. We rigorously evaluate Speech-to-text (STT) solutions with scientific standards to ensure accuracy, reliability, and suitability for local medical context applications.

Z-Light’s leadership team has a long-standing record of success in digital health AI excellence in research and consultancy. Experience includes high-standard medical curricula according to global accreditation standards and successful UN digital health projects. ZENO is designed with an educator-first mindset, ensuring it integrates seamlessly into teaching workflows while enhancing student engagement. 

We tailor learning outcome-oriented analytics into real-time dashboards that track trainee  performance (verbal and audio features, time to meaningful end-points, pre/post surveys) and provide educators with actionable insights into staged-learner progress. Competency gaps, learning trajectories, and performance benchmarks are clearly tabulated and graphically presented in a user-friendly format. Our award-winning dashboard solutions have been adopted by many, including the WHO offices.

ZENO-Optima has built-in external plug-in flexibility. Z-Light is eager to co-create specialty-endorsed immersive materials with medical educators to bring contextual learning experiences to life using VR equipment. Beyond speeches, AI Virtual Patients' body language, surface anatomy cues, and situational cues can be enhanced and trainees' non-verbal cues can be detected through these Add-on Services. Success in co-creation collaborations is validated by testimonials from partners/clients and refer our VR/AR capability learnt from Japan.

This AI Virtual Patient demo illustrates how immersive, interactive AI can transform traditional medical training. In ZENO, educators can design customized virtual patients for different specialties with just a few clicks. The platform enables seamless verbal conversations between medical trainees and AI patients, incorporates competency-aligned evaluations and automated feedback, and provides a performance dashboard focused on professionalism KPIs - all aligned with the goals of competency-based medical education and professional development.