Capabilities

Deep, not scattered.

Three pillars cover the full stack of edge intelligence — from research-grade signal models to silicon-level deployment.

ACOUSTICVIBRATIONLIDARRADARTHERMALFIREO-IRRGB
LiDAR + photogrammetry → navigable digital twin
01Edge AI Systems

Intelligence without the cloud.

  • 01Model optimization & compression for edge targets (quantization, operator fusion, custom kernels — ONNX, TVM, CUDA, NPU)
  • 02On-device inference pipelines: real-time, low-power, offline-capable
  • 03Edge MLOps: containerized deployment, fleet update strategy, benchmarking
Proof points

>50% latency reduction · +20% accuracy on commercial AI silicon · up to 500% efficiency via custom operators

02Perception & Remote Monitoring

Detection, classification, and condition awareness from any sensor.

  • 01Acoustic & vibration ML: machine condition monitoring, anomaly detection, predictive maintenance
  • 02Vision & EO/IR analytics: automated defect/target recognition, tracking, human-in-the-loop overlays
  • 03Industrial QA: visual inspection on the line; self-supervised, low-label pipelines
Proof points

Deployed LPR surveillance pipeline · EOIR detection/tracking for unmanned platforms

03Autonomous Platforms, Survey & Twins

Robots that see; sites you can revisit.

  • 01Drone & quadruped autonomy: obstacle avoidance, navigation perception, mission analytics (LiDAR point-cloud ML)
  • 02Inspection & maintenance workflows: farms, buildings, railways, industrial sites, vessels
  • 03Survey & mapping → digital-twin pipelines (LiDAR + photogrammetry to navigable 3D)
Proof points

Renewal & maintenance planning analytics (Markov / Monte Carlo) · Transport Canada RPA-certified operations

Where we work

Industries

01Industrial & Manufacturing
02Infrastructure & Rail
03Agriculture
04Marine & Vessels
05Energy & Utilities
06Robotics OEMs

Have a sensor, a site, or a fleet that should be smarter?

We take on a limited number of engagements per quarter. If your problem involves edge constraints, unusual sensors, or no labeled data — that's our specialty.

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