---
title: "Edge AI & Computer Vision Engineering | Axio Intelligence"
description: "Edge AI engineering: on-device inference on NVIDIA Jetson and embedded hardware, computer vision, and anomaly detection on sensor and fleet telemetry."
url: https://axiointelligence.com/services/edge-ai-computer-vision/
---

# Edge AI & computer vision

Axio Intelligence deploys machine learning where the data is created: computer vision detection and tracking on edge hardware such as NVIDIA Jetson, anomaly detection on sensor and fleet telemetry, and the data pipelines, labeling workflows and model monitoring needed to keep models accurate in the field.

[Scope your project](https://axiointelligence.com/book/) 

## You probably need this if…

- Streaming raw video or telemetry to the cloud is too slow, too expensive or not possible.

- You have months of sensor data and no early warning when equipment starts to fail.

- A model works in a notebook but not on the device, at the power budget you have.

- Field data isn’t making it back into training in a usable form.

## What you get

### On-device inference

Model optimisation and deployment on Jetson, ARM and x86 edge compute with TensorRT or ONNX Runtime.

### Computer vision

Detection, classification and tracking pipelines for cameras and EO/IR sensors.

### Anomaly detection

Baselines and alerting on telemetry to catch drift, faults and tampering early.

### Data & labeling pipelines

Getting field data into models: capture, quality checks, labeling workflows and dataset versioning.

### Model operations

Versioned model delivery over OTA, shadow deployment and on-device performance monitoring.

### Field validation

Accuracy, latency and power measured on the target hardware in real conditions, with a written report before rollout.

## What we work in

NVIDIA Jetson, DeepStream, TensorRT, Holoscan, OpenVINO, ONNX Runtime, GStreamer, MISB KLV / STANAG 4609, ROS 2, DDS (RTI Connext / Cyclone), OpenCV, PyTorch, C++, Rust, Python

Named platforms and standards describe what we build with and build to; they don’t imply a formal partnership or certification with the vendor.

Typical engagement

**Shape:** Feasibility spike on your data, then a production build

**Timeline:** Feasibility: 2–4 weeks · Production: 6–12 weeks

**Pricing:** Fixed fee, quoted after scoping

**IP:** You own the code and designs

[Book a scoping call](https://axiointelligence.com/book/)

## Industries

### Defense & dual-use

C2 integration, fleet software and edge AI for drones, sensors and terminals.

[Defense & dual-use](https://axiointelligence.com/industries/defense-dual-use/)

### Industrial & remote assets

Monitoring and control for oil & gas, water, cold chain and infrastructure.

[Industrial & remote assets](https://axiointelligence.com/industries/industrial-remote-assets/)

### Energy & DER devices

Make batteries, solar + storage and EV chargers dispatchable.

[Energy & DER devices](https://axiointelligence.com/industries/energy-der/)

All

### Another sector?

The same engineering carries across sectors. See everywhere we work, or bring yours to a scoping call.

All industries →

[Another sector?](https://axiointelligence.com/industries/)

## Edge AI & computer vision: common questions

### Can you run computer vision on a drone or a pole-mounted camera?

Yes. We size the model to the compute and power available — typically NVIDIA Jetson-class hardware — and send detections and events upstream instead of raw video.

### What does anomaly detection need to get started?

A few weeks of representative telemetry and a list of the failures you care about. We start with simple statistical baselines that are explainable to operators, then add learned models where they earn their keep.

## Often paired with

### New product line platforms

The full platform for a new division: portals, commerce, billing, integrations.

[New product line platforms](https://axiointelligence.com/services/product-platforms/)

### Data & AI platforms

Data pipelines, labeling workflows and project tooling that feed AI models.

[Data & AI platforms](https://axiointelligence.com/services/data-ai-platforms/)

### Performance & legacy modernization

Profile, fix, and incrementally rewrite systems that can’t keep up.

[Performance & legacy modernization](https://axiointelligence.com/services/legacy-modernization/)