From Concept to Intelligent Embedded Product
Each service below advances the same story: raw sensor data → real-time decision. Engage any module independently, or run the full stack for a turnkey Edge AI program.
System Architecture & Feasibility Design
Why it matters
Getting compute, memory and latency right at the start prevents dead-ends later. We size MCU/MPU/NPU, memory maps, and safety/security hooks.
What we do
Block diagrams, timing budgets, sensor lists, platform picks (S32K3 / STM32H7 / i.MX93), feasibility of model execution and power targets.
Hardware Co-Design & AI-Optimized Board Development
Why it matters
Signal integrity and sensor bandwidth determine AI quality. The PCB is part of the model.
What we do
Sensor front-ends (IMU, ToF, current, camera), high-speed links (MIPI, CAN, Ethernet), power/thermal analysis; Altium/KiCad bring-up.
Firmware & Driver Development for Sensor Integration
Why it matters
Deterministic, timestamped data streams feed stable inference. Jitter kills real-time AI.
What we do
DMA/MDMA HAL drivers, ISR latency profiling, RTOS task graphs, ring buffers for ADC/SPI/CAN/Ethernet.
Data Acquisition & Preprocessing Frameworks
Why it matters
Clean features = confident models. Preprocessing belongs close to the sensor.
What we do
Fixed-point DSP (FFT, RMS, kurtosis, MFCC), scaling/windowing, logging tools for dataset creation.
AI Model Conversion & Quantization
Why it matters
Cloud-trained models must fit KB-scale memory and still hit latency targets.
What we do
TF/ONNX → TFLM, CMSIS-NN, Glow, eIQ; INT8 quantization, pruning, op-fusion, arena planning.
Embedded AI Inference Pipeline Integration
Why it matters
Inference must play nicely with control loops and comms — no missed deadlines.
What we do
DMA → Preprocess → Model → Action loops; MCU+NPU co-execution (Ethos-U); output via CAN/MQTT/IO.
Algorithm Design & Feature Engineering
Why it matters
Efficient hybrids (DSP + ML) often beat heavy nets on MCUs with better explainability.
What we do
SVM/RandomForest + fixed-point features; 1D-CNN stacks; anomaly scoring; parameter-tune tools.
Multi-Sensor Fusion & Context Awareness
Why it matters
Fusion reduces false positives and adds robustness in real environments.
What we do
Time-sync via hardware timers; EKF/UKF/Particle filters; CNN-LSTM fusion heads; dropout/jitter tolerance.
Edge Connectivity & Cloud Integration
Why it matters
Insights must reach enterprise systems securely and efficiently.
What we do
MQTT/HTTP/WebSocket/OPC-UA; CBOR/JSON schemas; delta uploads; OTA model delivery via AWS/Azure/GCP.
Security-Enhanced Edge AI Implementation
Why it matters
Models and data are IP. Protect boot chain, keys, and inference integrity.
What we do
Secure Boot & anti-rollback; HSM/SE (S32K3 HSE, ST CSEc, SE050); TLS 1.3; encrypted model blobs + MAC.
Verification, Validation & HIL Testing
Why it matters
Determinism and reliability make AI product-grade, not just a demo.
What we do
Hardware-in-loop benches, signal replay, golden vectors, fault injection, soak tests with reports.
Performance, Power & Thermal Optimization
Why it matters
Edge devices run 24/7 — efficiency defines viability and cost.
What we do
SIMD/NEON rewrites, cache-aware tiling, DMA double-buffering, power/FPS trade-off profiling, thermal limits.
Compliance, Safety & Certification Readiness
Why it matters
OEM adoption needs compliance evidence and repeatable processes.
What we do
Map artifacts to AIS-189/UN R155/ISO 21434, IEC 62443, DLMS/COSEM; documentation and audits support.
MLOps & Lifecycle Management for Edge Fleets
Why it matters
Models drift. Update securely without recalls and measure impact.
What we do
Versioned model registry, A/B on device, telemetry KPIs, drift detection, secure OTA, rollback guardrails.
Training, Documentation & Knowledge Transfer
Why it matters
Long-term success means your team can sustain and scale independently.
What we do
SDKs, API refs, CI scripts, playbooks; hands-on workshops on NXP eIQ, STM32Cube.AI, Edge Impulse.
Engage one service or run the complete pipeline — we’ll adapt to your roadmap and KPIs.