LyricMind is an AI-powered cognitive firewall that analyzes song lyrics to protect against unconscious absorption of harmful content. Using customizable frameworks and LLMs, it detects risky patterns and integrates with music players to trigger protective actions when thresholds are exceeded.

ListenUp is a free listening therapy (auditory integration) and brainwave entrainment tool. A versatile alternative to premium solutions such as Tomatis Method

Develop an ML model to help people overcome mental stress & anxiety, including various mood fluxes via music recommendation.

SOJO: AI Copilot for Therapists

This project explores the link between music and mental health by analyzing listeners' demographics, musical preferences, and mental health data. Using machine learning, it predicts the music effects on mental health.

Online music therapist

Tonnetz app for music exploration using the web platform.

Software used for the "Toning" project data acquisition. It help synchronize EEG and physiology data streams with audio recordings from the participants

HealthTune is an innovative health technology application that transforms personal health data into personalized music therapy recommendations. The platform uses AI-powered mood analysis to correlate health metrics from various devices (Apple Watch, Whoop, iPhone, etc.) with emotional states, then delivers targeted music recommendations

SOJO AI Documentation

This dataset maps multiple positive emotional elements to musical features from classical and New Age music. Validated by experts, it supports emotion recognition, social-emotional learning, and therapeutic music applications, especially for special needs populations.

Generating music therapeutic playlists using deep learning based on the ISO principle.

An agentic framework for streamlining psychometric scale validation through automated translation and CVC calculation

Exploratory analysis of music listening patterns and self-reported emotional impact using survey data, with genre-specific and adjusted dose–response models.

Harmonies of the Mind: Investigating the Interplay Between Musical Preferences and Mental Well-being