AI Recommendation Engine

Vocal Fit

Upload your instrumental, and our neural engine will instantly analyze its key, tempo, and energy to find the perfect release-ready vocal matches.

Upload Your Instrumental

Drag and drop your audio file here, or click to browse

SUPPORTED FORMATS: MP3, WAV, FLAC, M4A • MAX 50MB