Available · Multi-Camera HubBuilt to order · Triple Eye Hub
Starter Kit
Contents Edge AI Hub
The entry point. Add nodes later.
Request a quoteMultimodal sensing & edge AI · Munich
See, hear and feel your machine. Decide at the edge.
NeuroControls builds multi-sensor edge systems: vision, thermal, depth, sound and ultrasound, vibration. One hub with plug-in nodes records and time-stamps every stream on site, right at the machine. From the first measurement to your own AI model.
EDGE AI HUB · PLUG-IN NODESQualcomm QCS6490
VisionThermalDepthSoundVibration
Illustration with simulated signals.
Funders, partners and users
2017founded in Munich
5vision, thermal, depth, sound and vibration in one system
8funded R&D projects in EU and German programmes
46partners in the EU EdgeAI project
Kits
One hub. The nodes your task needs.
Five starting points, from a single hub to the full platform. Every quote is matched to your application.
Built to order
Machine Health Kit
Contents Hub + Vibration Node + Acoustic Node
Condition monitoring with vibration, ultrasound and thermal in one system.
Request a quoteBuilt to order
Process Monitoring Kit
Contents Hub + Acoustic Node + Vision Node (+ Vibration Node)
Inline quality monitoring for welding, built on the measurement chain of our e-LAS+ and e-WAS projects.
Request a quoteBuilt to order
High-Speed Vision Kit
Contents Hub + Vision Node + Event Node
Global-shutter frames and event-based vision in one system.
Request a quoteBuilt to order
Multi-Modal Sensing Kit
Contents Hub + Vision, Vibration, Acoustic, Depth and Event Nodes
The full platform: depth, vision, thermal, sound and ultrasound, vibration and events in one system.
Request a quoteThe offer
From sensor to model, one stack.
Five layers, from the sensor on your machine to a model trained on your data. Sensors and compute are the hardware; data logging, the dashboard and AI training are the software and services on top.
Sensors
Cameras, thermal, depth, sound and ultrasound, vibration.
Compute
One hub, one node per function.
Data logging
Every stream recorded on site, with its own timing record.
Dashboard
The operator screen at the machine.
AI training & deployment
Models trained on your data by our engineers, deployed at your machine.
Start with a kit; add nodes and model training when you need them.
Applications
One platform, many tasks.
Weld inspection, condition monitoring and rail are applications of the same platform.
PhotoBattery production
Check every weld instead of pulling samples, with sound, vision and thermal.
More
Concept renderingMachine health
Catch bearing faults, imbalance and wear before the line stops.
More
Concept renderingRail & mobility
Condition monitoring on freight wagons, even without power or network.
More
Concept renderingR&D labs & test benches
Multi-sensor data for development, robotics and test engineering, stored so you can audit it.
MoreListen
One of five modalities. Here is what vibration alone can tell you.
Real recordings from our rail-wheel fault rig: one healthy run, four runs with a known fault. Press play, then switch faults.
Healthy recording
Steady tonal lines from the rig drive and nothing else. No impacts, no bursts. This is the baseline an anomaly detector learns.
Recorded June 2026 on our rail-wheel fault rig: vibration sensor, 24-bit logger at 128 kSPS, same speed setting for all five runs; healthy at medium load, faults at high load. Two seconds shown, 0 to 64 kHz. Audio is pitched down four times so the ultrasonic content becomes audible; loudness and colour are normalised per recording, so compare patterns, not levels.
Why NeuroControls
Precise measurement, AI you can trace.
Every modality, one system
Cameras, thermal, sound, vibration and depth recorded by one system, every stream time-stamped. Single-sensor monitoring misses faults that show in another modality.
Edge-first, no cloud
Evaluation belongs at the machine. Raw data stays on the hub in your plant unless you export it.
Outside the control loop
Our models grade and report. They never act on the controller, an interlock or a safety function.
Data you can trace
Hashes, journal and provenance for every recording. So every result stays traceable to its measurement.
Measured, not estimated
Every product figure comes from measurements on our hardware or from the part maker's datasheet.
Built on research
Our measurement chains grew out of funded projects with partners such as Fraunhofer IDMT and VRI, and are developed further with VARTA in DIGIBATT360.
How we work
From question to running system.
Every step has a clear deliverable. If the signal does not carry the answer, we tell you before you buy a pilot.
Feasibility
We measure on your machine.
You receive: Recording, analysis, a written go or no-go.
Pilot
A system on one line or asset.
You receive: Detection and false-alarm rates on your parts.
Deployment
Edge hardware, dashboard, MES link on request.
You receive: A system for your operators and your IT.
Operation
Monitoring and retraining.
You receive: A model that keeps up with your process.
NOV 202610–13
electronica 2026, Messe München
We show the multimodal sensing platform live at our stand.
Blog & insights
Latest from the blog.
Meet NeuroControls at electronica 2026: live multimodal sensing demo in Hall B4
We are at electronica 2026 in Munich, 10 to 13 November, Hall B4, stand 169/4, with a live demo of our multimodal sensing platform. What you can see and how to book a meeting.
Clemens Saur
Infrared impulse thermography for sub-surface defect detection
Heat a surface for an instant, watch it cool, and hidden voids and delaminations appear. How impulse thermography works, its limits, and the MYW.AI 4 QM research context.
Clemens Saur
From research rig to product: how we develop custom sensing systems
The stages we follow to turn a measurement idea into a custom sensing system, from feasibility rig to product, with examples from our funded research projects.
Clemens SaurNext step
Bring us a signal and a question.
A weld that sometimes fails, a bearing nobody can reach: we start with a measurement on your machine, and you keep the data whatever it shows.