S/08 · Connected hardware
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.
When teams call us
You probably need this if…
- 01
Streaming raw video or telemetry to the cloud is too slow, too expensive or not possible.
- 02
You have months of sensor data and no early warning when equipment starts to fail.
- 03
A model works in a notebook but not on the device, at the power budget you have.
- 04
Field data isn’t making it back into training in a usable form.
Deliverables
What you get
01
On-device inference
Model optimisation and deployment on Jetson, ARM and x86 edge compute with TensorRT or ONNX Runtime.
02
Computer vision
Detection, classification and tracking pipelines for cameras and EO/IR sensors.
03
Anomaly detection
Baselines and alerting on telemetry to catch drift, faults and tampering early.
04
Data & labeling pipelines
Getting field data into models: capture, quality checks, labeling workflows and dataset versioning.
05
Model operations
Versioned model delivery over OTA, shadow deployment and on-device performance monitoring.
06
Field validation
Accuracy, latency and power measured on the target hardware in real conditions, with a written report before rollout.
Technologies
What we work in
Named platforms and standards describe what we build with and build to; they don’t imply a formal partnership or certification with the vendor.
Where we apply it
Industries
I/03
Defense & dual-use
C2 integration, fleet software and edge AI for drones, sensors and terminals.
View →I/04
Industrial & remote assets
Monitoring and control for oil & gas, water, cold chain and infrastructure.
View →I/02
Energy & DER devices
Make batteries, solar + storage and EV chargers dispatchable.
View →All
Another sector?
The same engineering carries across sectors. See everywhere we work, or bring yours to a scoping call.
All industries →Questions
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.
Related services
Often paired with
S/01
New product line platforms
The full platform for a new division: portals, commerce, billing, integrations.
S/02
Data & AI platforms
Data pipelines, labeling workflows and project tooling that feed AI models.
S/03
Performance & legacy modernization
Profile, fix, and incrementally rewrite systems that can’t keep up.