Case studies

Real AI work, for real teams

A look at what we’ve built, the constraints we worked inside, and the results teams walked away with.

Music Publisher - Automated Song Tagging

Cleared a 500-song backlog and cut tagging time from 3 minutes to seconds - without changing how the team works.

100+ daily texts and dozens of emails synthesized into one morning briefing - live in one week.