The AI Engine for Competency-Based Education

Z-Light is dedicated to pushing the boundaries of educational innovation through the integration of artificial intelligence. Our flagship solution, ZENO, is designed to set a new benchmark as an advanced, competence-aware automatic assessment engine. ZENO delivers both formative and summative assessment solutions that align with recognized educational standards, supporting students and educators in achieving academic success.

ZENO

The Future of Competency Education and Assessmemt

Z-Light Empowered
Educational/Learning Excellence
Neuro-Inspired
Optima – Flexible Intelligent Assistant across Engines, Workflow and Systems (Web, App, VR/AR)

ZENO's Features

Competency-Integrated Flexible LLM- Workflow Adaptable across Platforms

ZENO is designed to align with globally recognized standards in medical education, such as Competency-Based Medical Education (CBME) and Continuous Professional Development (CPD). Its advanced large language model (LLM) engine automatically learns from established competency criteria, enabling accurate assessment of student performance and progress.

Superb Cantonese and Multilingual Speech Input/Output Capabilities

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.

Award-Winning Educators Leading Solution Design, Delivery and Training

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.

Integrated Web/App Solution with Performance Assessment and Feedback

By leveraging its advanced AI capabilities, ZENO not only adapts to evolving educational frameworks but also supports educators in tracking progress and identifying specific areas for student improvement. This continuous, data-driven feedback empowers both learners and instructors to achieve targeted outcomes, ensuring that assessment practices remain dynamic, relevant, and effective in fostering lifelong learning and professional competence.

Add-on: Immersive Virtual Reality (VR) Plug-in

ZENO-Optima offers integrated support for external plug-ins, ensuring versatile compatibility. Its agnostic platform enables the creation of highly contextual learning experiences using advanced VR technology. In addition to immersive environments, LLM-driven VR characters deliver body language, surface anatomy indicators, and situational cues that facilitate comprehensive trainee assessment. Non-verbal behaviours can be accurately detected and evaluated through these supplementary services.

ZENO Demo

Request a demo to discover how ZENO uses AI to enhance training, education, and assessment. Educators can quickly create scenarios to assess students, while the platform supports verbal interaction with AI, automated evaluations, instant feedback, and detailed performance dashboards - all designed for competency-based medical education and professional growth.