AI disruption is now.

It takes more than a "model" to make things work in the real world.

BXG is a boutique engineering consultancy.

We specialize in high-stakes deployments — where
the AI has to perform on real hardware, in the real world, without fail.

Most AI fails at the point where software meets hardware. The model works in the lab. It underperforms — or fails outright — when it hits the specific camera, sensor, or edge device your customer is actually running. BXG closes that gap.

We bring principal-level expertise in computer vision, ML infrastructure, embedded systems, and hardware deployment to the problems that standard tools can't solve. BXG delivers clarity in the face of high-stakes uncertainty.

Services

Diagnose

We identify exactly where the risk lives — in your data, your architecture, or your hardware
environment — before you build.

Build

Our most senior engineers work with your team, or own delivery end-to-end. Your choice.

We move fast and we do it right.

Scale

Once your system works, we help you keep it working — across sites, hardware variants, and
changing real-world conditions.

What our clients say

We need to move faster.

"BXG came in for two days of Q&A. It kept us from going down blind alleys for two years."

"The BXG team is opinionated, their opinions are based on a ton of first-hand experience, and that's exactly what we needed to feel confident in our implementation path."

Costs are out of control.

"BXG doesn't just write whitepapers; they will absolutely put their money where their mouth is. Those guys are some of the best engineers I know."

"We would not have hit our targets if it hadn't been for BXG. They jumped in and it felt like our engineering velocity doubled."

Something is broken.

"Thank you guys so much. We had gobs of technical debt that needed addressing and you knew exactly what to tackle in what order."

"As an executive, it's hard to understand the subtleties that make AI development go off the rails. BXG really brought that home for me, and helped me understand exactly where I needed to assert myself."