mentAImage LevelUP: Multimodal Burnout Risk Assessment MVP
Main contact

Portals
-
Vancouver, British Columbia, Canada
Project scope
Categories
Artificial intelligence Data science Machine learning Software development UX designSkills
fastapi data pipelines data science data engineering front end design user experience (ux) machine learning risk analysis react.js (javascript library) mentorshipThe mentAImage LevelUP project aims to develop a mini MVP that assesses burnout risk using multimodal inputs, including short text reflections, 10-second voice notes, and simple drawings. The goal is to create a lightweight inference pipeline that generates a "burnout risk snapshot" and displays role-based dashboards for Users, HR, and Coaches. This project is divided into three tracks, each managed by an intern specializing in ML & Data Science, Backend & Data Engineering, and Frontend & UX Engineering. The project emphasizes the use of anonymized or synthetic data and provides limited but structured mentorship. The initiative allows learners to apply their classroom knowledge in React, FastAPI, and machine learning to build a functional prototype that can be completed in under 80 hours.
The project deliverables include a demo-ready prototype with responsive React dashboards, FastAPI endpoints, and a modular data pipeline. Additionally, baseline ML models for text sentiment, voice tone, and drawing features will be produced and fused into a simple burnout risk score. The final output will also consist of comprehensive documentation, a short presentation, and a recorded walkthrough demonstrating the prototype's functionality.
Providing specialized knowledge in the project subject area, with industry context.
Sharing knowledge in specific technical skills, techniques, methodologies required for the project.
Providing access to necessary tools, software, and resources required for project completion.
Scheduled check-ins to discuss progress, address challenges, and provide feedback.
Supported causes
The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.
About the company
mentAImage is an early-stage startup using generative AI and art to create engaging tools that support neurodiverse individuals, improve emotional well-being, and prevent burnout.
Main contact

Portals
-
Vancouver, British Columbia, Canada