Founder & CEO, PIVODIO | I translate music to AI l Forever Aspiring Artist

Jayme Hong • Peerlist

PIVODIO gives AI the ability to understand how humans perform, so 1-on-1 coaching is universally accessible. AI has scaled coaching for math, coding, and languages. Music got left out. Because AI was built for text, and music is expression. Today's audio AI either transcribes speech or detects notes. Neither captures the expressive layer correctly: timing, dynamics, breath, the bend between notes. That's not an intelligence problem. It's a representation problem.90% of beginners quit in year one, not from lack of passion, from lack of feedback (Fender CEO Andy Mooney). Private coaching costs $100 to $1,000 a month. Online tutorials just talk at you. Music apps check if you hit the right note and say nothing about how you played it. Less than 7% finish self-paced online courses.PIVODIO built the missing layer. We convert raw audio into a Performance Map: a structured representation of what was actually performed. Pitch, timing, dynamics, and everything in between. The visual fingerprint of how you actually sang, readable by AI.Here's why that's hard. Audio LLMs know music theory. They know pitch, rhythm, tone, dynamics. But their input layer was designed for speech. By the time audio becomes tokens, the musical detail is already lost. The model has knowledge it can't apply.We solved it by keeping the LLM and translating music performance into visual and numerical evidence first. Raw audio goes through music information retrieval, extracting pitch, rhythm, timing, dynamics, and expression. That becomes structured charts and evidence we call the Performance Map. A vision-capable LLM reads the map and connects its existing music knowledge to what actually happened. The result is modular, lower cost, and inspectable.From there, AI compares a learner's Performance Map against a reference and gives phrase-by-phrase coaching. "The second phrase lands flat and rushed. Give the intro more space. The long note needs to breathe all the way through." That's what a real vocal coach would say.Voice is the hardest version of this problem. No frets, no keys, pitch moves continuously. Once AI reads a voice, instruments reuse most of the same system. Then acting, public speaking, language coaching. The infrastructure compounds across any human performance.