Measuring the Trust | Senior / Staff Data Scientist, Trust & Safety @ Suno

**Verse 1** Trust isn't a feeling, it's a number too Hiding in the data, waiting to come through I'm the first one here to go and find it out Build the metric that tells us what trust is about **Pre-Chorus** Not a guess, not a gut, not a hunch alone A model built from nothing, a framework of my own **Chorus** I measure the trust that holds the whole thing up Bot detection, copyright, filtering enough Run the experiment, size it, let it prove its worth Turn a hypothesis into something real on earth SQL and Python, question after question asked Building the foundation underneath the task **Verse 2** No precedent to lean on, no map that's already drawn I define what healthy looks like, then I build upon Partner with the product, partner with the code Turn a safety problem into a roadmap that can hold **Pre-Chorus** Not a guess, not a gut, not a hunch alone A model built from nothing, a framework of my own **Chorus** I measure the trust that holds the whole thing up Bot detection, copyright, filtering enough Run the experiment, size it, let it prove its worth Turn a hypothesis into something real on earth SQL and Python, question after question asked Building the foundation underneath the task **Bridge** Artists, rightsholders, users all depend On something measured, not just something penned I turn the invisible into a number we can trust Then the whole platform stands on something just **Outro** Measuring the trust, one query at a time Somewhere an artist's work stays safely, truly theirs, fine That's the job — quiet and exact Trust isn't a promise. Here, it's a fact.