Edge AI & Sensor Integration
We fuse artificial intelligence with hardware by embedding edge computing models directly into IoT devices. Optimize your sensors for real-time decision-making, automation, and predictive analytics.
Model Optimization for Edge
Quantization, pruning and operator fusion to make models run efficiently on microcontrollers and small SoCs.
Sensor Fusion & Feature Pipelines
Robust preprocessing and feature extraction that convert noisy sensor streams into reliable inputs.
Latency & Power Tradeoffs
Designs that balance inference latency, accuracy and battery consumption for real-world use.
On-device Inference & Privacy
Keep sensitive data on-device while delivering actionable insights in real-time.
Deployment & Monitoring
Model deployment strategies, remote update paths and lightweight telemetry for health monitoring.