Perceive
Multimodal sensors, computer vision, and spatial intelligence give products a rich, real-time understanding of the physical world around them.
AI Development for Physical Products
AI in your product. You in the lead.
- Medical devices & instruments
- Diagnostic & imaging systems
- Lab & cleanroom equipment
- Robotics & autonomous platforms
- Pharmaceutical process systems
- Industrial & production lines
- Hospitality & guest-experience systems
- Food processing & quality monitoring
- Cosmetology & aesthetic devices
Where patented AI meets serious hardware — engineered alongside your team.
Edge-first
Intelligence that runs on-device, not in the cloud
Real-time
Sensing & decisions in milliseconds
Full-stack
From silicon to cloud, one team
Does this sound familiar?
You've built great hardware. Is it time to make it think?
These are the questions we help product and operations leaders across medical devices, pharma, industrial automation, hospitality, and beauty tech answer every day. If any of them sound like you, AI is probably the piece you're missing.
Medical devices
Want your device to be more intelligent and autonomous?
You want it to sense, interpret, and act — augmenting clinical judgment, not replacing it.
Talk to us about this → Pharma & life sciencesCatching quality deviations too late?
You need your cleanroom, your lab, or your process line to detect and correct issues before they ever reach the batch.
Talk to us about this → Industrial automationIs manual inspection your bottleneck?
Human inspection is slow, costly, and inconsistent — and still misses defects an AI-driven sensor could catch.
Talk to us about this → HospitalityWant your spaces to respond to each guest, on their own?
Smart rooms, occupancy intelligence, and adaptive service — running on the device, not waiting on the front desk.
Talk to us about this → CosmetologyBuilding a smart aesthetic device, but missing the smart?
Skin analysis, intelligent personalisation, and connected platforms — turning aesthetic and cosmetology equipment into measurable, data-driven systems.
Talk to us about this → The AI gapIs AI the capability your product is missing?
The hardware is solid. It just doesn't yet have the intelligence that would set it apart.
Talk to us about this →
That's where we come in
AI that lives on the device — completely cloud-independent.
We build complete intelligent product platforms for regulated, safety-critical environments — fusing embedded electronics, sensors, firmware, and machine learning so medical, pharma, aesthetic and industrial systems can perceive their environment, decide in real time, and act autonomously.
Decide
Edge AI models process sensor data directly on the device, making intelligent decisions in milliseconds — no network round-trip required.
Act
Robotics control and real-time firmware let systems respond autonomously to changing conditions and continuously optimize their own performance.
AI Development
The intelligence layer.
AI is the heart of what we build. Our team develops and trains the models that let physical systems understand their world — engineered to run reliably on real hardware, in real time.
Machine learning & deep learning
Custom models trained on your data and sensor signals — from classical ML to deep neural networks tuned for the task at hand.
Computer vision & spatial AI
Perception systems that detect, classify, measure, and track — turning camera and depth data into actionable understanding.
Edge AI optimization
Models compressed, quantized, and accelerated to run within the power, memory, and latency limits of embedded hardware.
Predictive analytics & diagnostics
Models that anticipate events — faults, anomalies, and outcomes — so systems can act before problems arise.
The full stack
From silicon to cloud, under one roof.
Building a regulated intelligent product usually means stitching together a dozen specialists. We bring the entire intelligent-systems stack into a single accountable team — so hardware, intelligence, infrastructure, and quality are designed to work as one.
- Embedded hardware, electronics & AI-enabled firmware on NVIDIA Jetson, ESP32, STM32, Google Coral, Hailo, and similar edge AI silicon
- Edge ML, computer vision & robotics perception
- Cloud telemetry & connected infrastructure
- Designed for compliance — ISO 13485, IEC 62304, IEC 60601-1, IEC 60601-1-2, CE (EU MDR), GMP, BIS, CDSCO, FDA, etc.
- A true partner, not a vendor — co-develop or license, with a per-unit royalty as you ship
Ready when you are
Let's build something intelligent together.
Tell us about the product or machine you want to make intelligent. We'll show you what's possible at the edge.