01Who We Are

An AI partner for mid-market teams.

We design, build, and deploy custom AI systems for companies with real operational complexity but no in-house AI team — from category leaders in their niche to fast-growing challengers. One partner owns it from first scope to a live system that keeps improving.

End to end
We design, build, deploy, and run it. One team owns the outcome — not a strategy deck you execute yourself.
Built around you
Custom systems shaped to your real workflows and data, not a generic tool bent to fit.
Right-sized
Enterprise-grade discipline, without the enterprise team, budget, or timeline.
02Why Us

The hard part isn't the model. It's the judgment.

01Requirement-to-boundary judgmentWe translate what you can't quite articulate into a system with clear, executable boundaries. That judgment is the real work.
02Evaluation disciplineEvery system is measured against your success criteria before it ships, and reported on honestly every month.
03A partner that grows with youOne owner from first scope to a live system that keeps improving, month after month.
04Business-first lensFounded by an investment manager turned AI architect. We scope to ROI, not to features.
03Team

Who you're working with.

Alex Chang
Alex Chang
Founder · AI Solutions Architect
Claude Certified Architect IBM PM Specialization

CEIBS & Cornell MBA. 3+ years building and shipping production AI systems. Former investment manager — financial modeling and ROI quantification inform every system I deliver. Deep understanding of the Chinese market, with firsthand knowledge of the US from studying there; fully bilingual.

Let's Talk

Let's scope your first AI system.

Start with an intro call. From there, an AI Blueprint turns your highest-ROI opportunity into a costed, buildable plan — yours to keep whether or not we build it.