Production-grade AI,
for every enterprise
This is MatrixLabs' mission. Not more demos, not shinier decks — but AI systems that run in production, are relied on daily, and can be audited and trusted.
A company born
from the last mile
MatrixLabs was founded by engineers from top tech companies and frontier AI labs. Before this, we watched the same story repeat: enterprises spend millions on AI and get a beautiful deck and a prototype forever stuck in staging.
The problem was never the model. The problem is the last mile between model and business — requirements translation, data integration, security and compliance, production engineering — with no one owning it end to end.
So we fused the FDE model proven at top companies with our own platform: engineers go to the front line; the platform guarantees delivery quality. In three years this model has shipped 200+ production systems.
Four things we believe
Front line first
Answers live in the field, not the conference room. We send our best engineers to where the problem happens — to see it and solve it first-hand.
Production is the bar
Demos don't count. Only systems running in production, relied on by the business and standing up to audit are real delivery.
Deep engineering
Hard problems deserve the best engineers and the most serious engineering. No shallow wrappers — only solid systems.
Long-term partners
Our goal isn't your dependence — it's capability that stays in your organization. Trust is a ten-year business, not a one-deal business.
A road paved
with production systems
MatrixLabs founded
The first FDE pod embedded on site with a financial client and shipped our first production system.
Matrix OS v1.0 released
Front-line engineering practice productized, supporting the first 10 production systems.
Into manufacturing & healthcare
Past 50 systems delivered; first fully offline on-prem deployment goes live.
Into Southeast Asia
Singapore office opens, serving regional delivery for multinational clients.
200+ production systems
Six industries, seven cities — and the FDE team keeps growing.
Seven cities, one standard
Hong Kong
Headquarters and platform engineering.
22.319°N 114.169°E
Shenzhen
Greater Bay Area delivery center.
22.543°N 114.058°E
Shanghai
East China delivery center.
31.230°N 121.474°E
Singapore
Southeast Asia delivery center.
1.352°N 103.820°E
Tokyo
Japan market & delivery.
35.677°N 139.650°E
Taipei
Engineering & delivery center.
25.033°N 121.565°E
Ho Chi Minh City
Vietnam delivery center.
10.777°N 106.696°E
Client site
Every FDE engagement is a front-line office of ours.
WHEREVER YOU ARE