Building the
Operating System
for Visual Intelligence.

The AI industry is obsessed with Day 1. We built the infrastructure for Day 90.

Everyone is selling the illusion that building the model is the finish line. Our founder, Khalid Quadir, spent years evaluating tech investments and saw the exact opposite reality: companies would spend millions building vision AI that worked flawlessly in the lab—then watch it silently collapse 90 days after deployment. Models drifted. Accuracy decayed. The industry was treating AI like traditional software: ship it and move on.

Khalid saw the truth: the real value wasn't in building the model. It was in keeping it accurate after it collided with the real world.

That insight became LexData Labs. But an insight isn't a company. To fix a systemic failure this massive, you don't hire a standard startup roster. You assemble the people who have already bled in the trenches of enterprise AI.

• The Insider: Marco ten Vaanholt operationalized AI at enterprise scale at Google Cloud. He watched firsthand how even the most promising deployments stalled after launch. Khalid spotted the pattern from the capital side; Marco lived it from the inside.
• The Operator: Ed Adams, a veteran CEO who built Security Innovation into a global firm and spun off three companies to Raytheon, Qualcomm, and Bureau Veritas, brought the hardcore operational and governance muscle required to scale this vision.
• The Customer: Robert Valton, head of data analytics at Volvo, brought the exact perspective of the enterprise buyer. He knew precisely what production-grade data infrastructure had to look like from the inside of a massive industrial corporation.
• The Architects: Andreas Ohrvall (20+ years in DevOps and software architecture) and Rob Hickey (deep technical leadership in auto-ML and secure networking) joined to engineer the platform—designing the cloud-native infrastructure that makes the LexLoop run at massive scale.

Headquartered in Cambridge, and assembled from Stockholm, Dhaka, San Francisco, and New York—each of us hit the exact same wall independently: organizations were drowning in visual data with no reliable way to turn it into intelligence they could actually trust and act on.

Together, we built the platform we wished existed. LexData is the operations layer that stays with your models in production—structuring your data, connecting it to your business systems, and continuously retraining as the real world changes.

We're the humans in the loop who make sure your AI investment compounds instead of decaying. Because AI isn't just built. It's operated.