mentAImage LevelUP: Multimodal Burnout Risk Assessment MVP

Open Opened on August 28, 2025
Main contact
mentAImage
Montréal, Québec, Canada
Founder and CEO
Portals
(1)
Project
180 hours per learner
Learner
Anywhere
Intermediate level

Project scope

Categories
Artificial intelligence Data science Machine learning Software development UX design
Skills
fastapi data pipelines data science data engineering front end design user experience (ux) machine learning risk analysis react.js (javascript library) mentorship
Details

The 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.

Deliverables

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.

Mentorship
Domain expertise and knowledge

Providing specialized knowledge in the project subject area, with industry context.

Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

Regular meetings

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.

Industry, innovation and infrastructure

About the company

Company
Montréal, Québec, Canada
2 - 10 employees
Arts, Hospital, health, wellness & medical, It & computing, Technology

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.