We take AI, autonomy, and embedded systems the last mile, from a proof of concept that impresses in the lab to a system that holds up in the field, where there is no second chance.
A demo works because the lab is forgiving: clean inputs, happy paths, a workstation with power to spare, never loses internet, no cost to being wrong.
Production is none of that. Getting your system to think, decide, and act reliably in the real world means closing the gap wherever it first meets reality, and that is rarely in one place. Sometimes it is perception on real sensor data, or autonomy against edge cases your training set never saw.
Just as often it is the work a demo never has to prove: integration with the systems around it, real-time performance inside a power and latency budget on the target hardware, reliability over thousands of hours, and the testing and traceability that safety certification demands.
We find whichever one is keeping you out of the field, and we engineer it to hold.
Most AI proofs of concept stall in the gap between a working demo and a deployed system, often called the deployment wall. A proof of concept proves the idea. Production proves the system. Between them sits the part everyone underestimates: real sensors instead of clean datasets, degraded conditions instead of ideal ones, hard latency budgets, and the edge cases that only appear once the system meets the world. That gap is where most projects stall, and it is exactly the gap we engineer across.
Closing the gap between a working demo and a deployed system takes hands-on engineering, not advice from the outside. Our engineers embed with your team, in your environment, on your hardware, in the conditions the system will actually face. This is the forward-deployed model: senior engineers who build production systems alongside you. Not consultants who hand you a plan and leave you the hard part.
The same senior engineers behind systems for NASA, Teledyne FLIR, and the world’s largest manufacturer and operator of industrial mobile robotics, US-based and ITAR-ready, embedded on your program.
We work where the system runs, on your platform, against your real sensors and constraints, because that’s where the last mile of production is won or lost.
We integrate with the team you already have and accelerate the specific bottleneck, rather than replacing what works or starting from scratch.
The deliverable is deployed software. Our strategy work is led by the same engineers who build and deploy these systems, not people advising on products they’ve never built.
Rover deployment software and the ground-control interface for the ground-penetrating radar aboard three autonomous lunar rovers.
Operator control interface for unmanned ground platforms in degraded environments.
Production software running at fleet scale.
Autonomous process control for the largest vertical farm ever built.
Not a sales call. Walk us through the system you are trying to get into production, and we will tell you what it will actually take.