Objective feedback for music that hasn't been released yet.

HitLab AI is an AI-powered music analysis platform built for independent artists, producers, songwriters, and small labels. It gives you the kind of objective second opinion that used to require booking expensive studio time or knowing the right person in the industry.

Upload an unreleased MP3 or WAV, tell us the genre, mood, and audience you're aiming for, and HitLab AI goes to work. The platform measures real characteristics of your audio file — duration, loudness, dynamic range, clipping, and an energy profile across the song — and then interprets those measurements alongside your lyrics and metadata. You receive a Song Readiness Score, category breakdowns across song structure, genre alignment, production readiness, hook strength, and commercial positioning, plus a prioritized list of improvements that reference your actual measurements rather than generic advice.

Who it's for. Bedroom producers preparing a first release, songwriters testing a hook before committing to a full production, mixing engineers who want a second reference point, and independent labels evaluating a batch of demos.

Who builds it. HitLab AI is built and maintained by the HitLab AI team, a small independent group of music producers and software engineers who were tired of vague feedback. We build the tools we wanted to use ourselves.

One principle runs through everything: we do not fabricate data. Every metric in your report is either measured from your audio or clearly labeled as not analyzed. When a measurement requires a specialized service that isn't available, we say so instead of guessing. Scores are heuristic assessments designed to help you improve your music, not predictions of commercial success.