sound.fan builds AI tools that simulate how audiences react to your work — so you can find risks, fix messaging, and ship with confidence. No more guessing how it'll land.
A multimodal AI tool that scans campaign materials to simulate audience reactions, surface backlash risks before launch, and suggest targeted rewrites without flattening the creative voice.
Each of these started as a hackathon prototype. The ones that show traction become products.
I ship fast and test in the open. If you want to collaborate on audience intelligence tools, creator infrastructure, or interpretation engines — or if you're interested in investing in or sponsoring this work — let's connect.