Frequently Asked Questions

We work primarily with Python, Rust, and C/C++ for embedded systems. For AI/ML we use PyTorch, TensorFlow, and scikit-learn. We have deep experience with microcontrollers (STM32, ESP32, Raspberry Pi) and industrial protocols (Modbus, CAN, MQTT).

Discovery and prototyping typically take 2-6 weeks. Full implementation depends on scope — simple monitoring systems can be ready in 4-8 weeks, while complex AI agents may take 3-6 months. We provide detailed timelines during the planning phase.

Both! We regularly integrate with legacy SCADA systems, existing databases, and third-party APIs. Our solutions are designed to complement your current infrastructure, not replace it entirely.

We focus on manufacturing, agriculture, energy, and logistics — industries where downtime is expensive and reliability is critical. We've also worked with aerospace research teams and smart building projects.

Security is built-in from day one. We use encrypted communication (TLS/mTLS), secure boot on embedded devices, and follow OWASP guidelines. For sensitive projects, we can work with air-gapped systems and on-premise deployments.

We offer 24/7 monitoring with automated alerts, monthly performance reviews, and priority bug fixes. Support contracts include firmware updates, model retraining, and capacity planning as your system grows.