— 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