— Case studies

Built fast, shipped real.

Long-form looks at systems we've shipped end-to-end: what we built, why it mattered, and what changed for the team on the other side.

Equip
Internal tool · ops automation

Returning sports equipment, verified by AI in seconds.

Two-stage AI pipeline that auto-approves the long tail of equipment returns across 500+ stations and shrunk the daily review queue from hours to minutes.

Object detectionVision LLMTypeScriptFastifyPostgres
Shipped Q4 2025Read case study
Equip Scout dashboard showing a map of sports locationsEquip Scout
Internal tool · location mapping

Mapping entire cities, in minutes, not weeks.

AI-powered internal tool that replaced an outsourced mapping agency, scanning and filtering hundreds of sports locations per city at a fraction of the cost.

AI classificationTypeScriptReactMapbox
Shipped Q1 2026Read case study
dubcircus home page: a red stage curtain, the headline 'Dub any clip. You do the donkey.', a golden 'Start dubbing a scene' ticket, and three ways to play: solo, live room, stream.dubcircus
Own product · browser game

Dub any scene, in a browser tab.

A free online dubbing game: hear the line, record it in your voice, watch it play back over the video. 1,000+ scenes, live rooms for up to eight players, Twitch chat scoring, eight languages. No download, no signup.

Voice separationWeb AudioReactSupabase RealtimeTwitch chat
Shipped Q3 2026Read case study