01→
Smart Devices
Turn a 'dumb' product into a connected one — telemetry, remote control, AI features customers will pay more for.
[ S/03 ] Hardware & Embedded AI
If it has a sensor, we can talk to it.
// Smart devices, connected fleets, industrial machines, and edge AI — engineered to lift uptime, cut waste, and turn physical operations into a real-time business.
Devices online
12k+
managed in production
Uptime gain
+18%
after AI rollout
Maintenance cost
−41%
predictive vs reactive
Decision time
<40ms
on the device, no cloud
[ C ] Capabilities
What we actually build. No abstractions.
02→
Connected Fleets
Manage 10 or 10,000 devices from one screen. Updates, diagnostics, and health all from your laptop.
03→
Predictive Maintenance
AI watches your machines and tells you what's about to break — before it costs you a shift.
04→
Industrial Automation
Bring AI to the factory floor — vision-based QC, anomaly detection, line-rate optimization.
05→
Edge AI
Models that run on-device — instant decisions, no cloud bill, no latency, no privacy compromise.
06→
Robotics & Vision
Camera-driven inspection, sorting, and motion — reliable enough to replace a manual station.
[ P ] Process
How a project moves from intent to invoice.
- P/01step 1/4Bench
Reference hardware in our lab within 7 days. We benchmark before we promise anything.
- P/02step 2/4Bridge
First device sending live data to your dashboard inside 4 weeks.
- P/03step 3/4Field
Pilot 10–100 units in real conditions. We instrument failure, not just success stories.
- P/04step 4/4Fleet
Roll out to thousands. Updates ship over-the-air, problems get found before customers call.
[ O ] Outcomes
What lands in your business.
- Smarter physical productsDevices that report, learn, and unlock features your competitors can't ship.
- A live operations dashboardEvery device visible — health, usage, alerts — in one place your team actually uses.
- Predictive savingsLess downtime, fewer truck rolls, fewer warranty claims. Cost reductions you can put on a slide.
- A fleet you can growProvisioning, OTA updates, remote diagnostics — scale from 10 units to 10,000 without re-architecting.
[ Q ] Common questions
The things buyers always ask.
- Do you design the circuit board?
- We partner with hardware design firms for the board itself. We own everything from the firmware up — the brains of the device.
- Can AI really run on a tiny chip?
- Yes — we run vision and intent models on devices the size of a coin. Heavier work routes to the cloud only when needed.
- What about certification?
- We design with FCC/CE/UL pathways in mind and hand off a clean package to your compliance partner.