— Case studies

Built fast, shipped real.

Long write-ups of systems we shipped end to end: the problem, what we built, and what changed for the team using it.

Equip
Internal tool · ops automation

Returning sports equipment, verified by AI in seconds.

A two-stage AI pipeline that auto-approves most equipment returns across 500+ stations. It cut 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 instead of weeks.

An internal AI tool that replaced an outsourced mapping agency. It scans and filters 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, and watch it play back over the video. It has 3,000+ scenes, live rooms for up to eight players, Twitch chat scoring and eight languages, with no download or signup.

Voice separationWeb AudioReactSupabase RealtimeTwitch chat
Shipped Q3 2026Read case study