About MatrixShift

Enterprise-grade AI agents, made affordable and accessible to small teams.

Built by a small team, for small teams — starting in Hong Kong.

Why we’re building this

Small teams can reach the most powerful models ever built — and still can’t reach everything around them that turns intelligence into work.

The context, the permissions, the review, the memory — the connective layer that turns raw intelligence into dependable work has only ever belonged to companies big enough to build it. We’ve spent our careers building that layer inside large companies. Now we want to hand it to small teams.

MatrixShift is our answer: a fleet of specialized agents that runs on your business context, asks before it acts, and commits to shared memory only what you’ve confirmed.

We’re early, and we’d rather say so. Today MatrixShift is a working prototype and a growing waitlist — and a plan we intend to keep honest. If this is the stage you like to join at, we’d love to meet you.

Wen X. Pan
Co-founder · Software Engineer
Formerly
Amazon · Brex — distributed systems, enterprise integrations, AI/ML infrastructure.
Leads
Product, platform, and integrations; customer discovery.
Aaron Wong
Co-founder · ML Engineer
Background
Production ML, retrieval, and large-scale data systems, with experience in regulated banking.
Leads
AI/ML architecture and evaluation; security and compliance design.
Where we are
Operating from
Hong Kong
Incorporated in
Canada
Working languages
Cantonese · Traditional Chinese · English

We grew up in the language and pace of this city’s businesses. Starting in Hong Kong isn’t a market on a slide — it’s a commitment to build for how teams here actually work.

Follow along as we build.