Technology partner · Unicity Factory 2026 · UMFST Târgu Mureș →Technology partner · UMFST Unicity Factory → AIOTOMATE · Edge AI & Intelligent Sensing

Physical signals to intelligent decisions — on the edge.

We build sensing and edge AI systems that combine cameras, sensors and on-device intelligence to understand the physical world in real time — turning multiple signals into actionable information at the point where it is needed.

Edge

On-device AI

Multi-modal

Any analog or digital signal

Real-time

Sense · infer · respond

Adaptable

Built around the application

How it works · The differentiator

We read the pattern, not the threshold.

Conventional monitoring waits for a single value to cross a line — too late, and too blunt to tell a real event from noise. Our platform reads the pattern of an emerging failure instead, and warns while there's still time to act.

Signal over time

Alarm threshold early-warning margin Pattern detected event forming Threshold fires event underway Time → Sensor signal

The result isn't a binary alarm. It's a probability of the event — graded, early, and continuously updated — so you're warned while there's still time to act, with far fewer false alarms from everyday noise.


Flagship · Working prototype

The platform, starting with Stopyr.

Stopyr applies our sensing stack to battery energy storage — multi-modal monitoring that catches thermal runaway before conventional BMS alarms react. Working prototype, tested against real battery packs. Targeting BESS deployments from residential to grid-scale.

  • Trace-level H₂, CO, and VOC gas detection before temperature moves

  • Per-module runaway probability from on-device edge ML

  • Retrofit-ready — plugs into existing BMS, SCADA, and site alarms

See Stopyr

One platform, many domains

The same engine, applied to your problem.

Because it operates on time-series signals, the platform adapts across domains — the model changes, the platform doesn't. Here's where it stands today, honestly.

Energy & storage In testing

Battery thermal-runaway detection

Our product Stopyr catches runaway before conventional alarms react — multi-modal gas sensing with on-device ML, tested against real battery packs. Targeting BESS deployments from residential to grid-scale.

See Stopyr
Industrial monitoring In development

Condition monitoring & visual inspection

We're developing edge vision and condition monitoring for rotating equipment and process safety — degradation and defects caught before they cost you.

Explore solutions
Clinical monitoring In development

Health & wound sensing

We're developing edge-sensing approaches for clinical monitoring — early-stage, and open to pilot partners. If you run a clinic or health service with a monitoring problem, we'd like to talk.

Discuss a pilot
Custom sensing Build with us

A problem that doesn't fit off-the-shelf

Not every sensing problem has a product. We build custom edge-AI sensing systems for industrial and business environments — bring us the problem, and we'll tell you honestly if we can solve it.

Get in touch

UMFST · UNICITY FACTORY 2026

From medical idea to working hardware.

We help Unicity Factory teams with the embedded systems and edge AI side of their projects: sensors, electronics, firmware and on-device models.

Our office was set up a few hundred metres from UMFST's new George Emil Palade University Clinical Hospital, Romania's first smart hospital and the government's pilot for digital healthcare.

Technology partner

Unicity Factory 2026

Mentor

Embedded systems & edge AI

Open lab

Hands-on STM32 edge AI for UMFST students

View on the Unicity Summit site Talk to us about a project