Robots with AI Vision.

We build computer vision systems that see, interpret, and adapt in real time to solve real-world challenges.

Robotics engineering

Robotic networking

Enable communication between fleets of robots for coordinated, scalable operations.

Robotic networking diagram

AI Vision quality control

Our computer vision systems help reduce waste, cut downtime, and deliver consistent results. We can detect faults and anomalies early to maintain high-quality production standards.

AI Vision quality control diagram

Intelligent route optimization in the field

Streamline movement paths to cut travel time, reduce costs, and boost efficiency. Our intelligent routing adapts to real conditions, cutting energy use, collisions, and downtime.

Intelligent route optimization in the field diagram

Real-time object detection

Identify, classify, and track objects instantly to improve accuracy and safety.

Real-time object detection diagram

Our computer vision systems integrate leading frameworks and hardware.

Research

Backed by research, validated in practice.

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NetFire Research
July 16, 2025

Guarded Query Routing for Large Language Models

As AI evolves into specialist agent networks, securely routing queries while filtering irrelevant or malicious inputs is a critical challenge. In our collaboration on the paper “Guarded Query Routing for Large Language Models” we introduce GQR-Bench, a benchmark for domain-specific routing in law, finance and healthcare as well as out-of-distribution testing and demonstrate that simple local classifiers rival cloud LLMs in accuracy at much lower latency. NetFire’s Pydantic AI framework and hardware partnerships now apply these insights to deliver secure and efficient on premise deployments.

Powering innovation across defense,
aerospace, and government sectors

Nasa
Missile Defense Agency
Department of Defense
United States Navy

FAQ

Frequently asked questions

What industries benefit most from robotics engineering?

Robotics is already transforming industries like manufacturing, logistics, and warehousing, where repetitive or high-volume tasks dominate. But the applications don't stop there—field service, healthcare, agriculture, and even retail are beginning to see efficiency gains from robotic automation, particularly when paired with AI-driven analytics.

How does AI improve robotic efficiency?

Artificial intelligence allows robots to do more than just follow pre-programmed routines. By using AI models for route planning, object detection, and predictive decision-making, robots adapt to real-world conditions in real time. This reduces wasted motion, improves task accuracy, and ultimately helps teams get more done with fewer resources.

Can you integrate with our existing systems?

Yes. Our robotics platforms are built to connect with the systems you already use, whether that's ERP, warehouse management, or field service operations. Instead of replacing your tools, we enhance them—making it possible for robots to share data, trigger automated actions, and support your teams without disrupting existing processes.

What is your approach to intellectual property?

All project deliverables and IP terms are defined upfront. In some cases clients retain full ownership, while in others NetFire maintains ownership with appropriate usage rights granted.

Can you help modernize or rebuild legacy systems?

Yes. Many of our engagements involve reverse engineering, refactoring, or rebuilding critical legacy software to improve performance, maintainability, and scalability.

Let’s ignite the possibilities.

Together we transform vision into solutions that work.

Let’s ignite the possibilities.

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