Sensing-based AI for the industries where downtime and defects cost the most
Every machine that makes noise is reporting its condition. Bearings, gearboxes, welds, transformers and extruders all have a signature in sound, ultrasound, vibration or images. We build the systems that read it, in your noise, on your machines, with your data staying on site. German engineering, delivered across India and Europe.
Seven sectors, in the order the evidence supports
Each sector has its own page, and each says what it rests on: a published paper with a DOI, a public project, or category-level project experience. Where a market is not open to us yet, we say so.

Automotive, e-drive and auto-component
End-of-line acoustic testing, weld monitoring and machine monitoring, from body shop to e-drive assembly.
- End-of-line acoustic testing with learned limits
- In-process weld monitoring
- Machining, press and stamping lines

Power, utilities and heavy electrical
Partial discharge and rotating-machine monitoring for plant substations, captive power and generation.
- Partial discharge detection
- Rotating electrical machines
- Transformers and reactors

Machine and tool builders
Embedded sensing and AI as a feature of your machine, engineered with your R&D team.
- Embedded condition monitoring
- Process quality features
- Fleet learning

Process industries and rotating machinery: steel, cement, chemicals, paper, mining
Specialist acoustic diagnostics alongside the monitoring you already run, where downtime is priced per hour.
- Rotating equipment
- Site acoustic surveillance
- Electrical distribution

Battery cell, module and pack
Inline quality for cell, module and pack lines: in Europe now, in India as the cell plants come online.
- Tab and busbar welding
- Module and pack assembly

Pharma, food and FMCG
Inline process and quality tracking for extrusion, filling, packaging and utilities.
- Extrusion and granulation
- Filling and packaging lines
- Cleanroom and utility equipment

Rail and mobilityShowcase
What our sensing partner is proving on freight wagons: bearing condition classified on the vehicle, without batteries or cabling.
- Bearing fault detection
- Energy-autonomous sensing
- Wheel and track interaction
If it rotates, welds, flows or switches, it has a signature
Most plants share the same machines whatever they make. These are the assets where our methods apply; each one links to the sector page where it is covered.
Bearings and gearboxes
Wear, lubrication loss and race defects from vibration and airborne acoustics; on-node classification for fleets.
Rail · Process · Power · Machine buildersMotors, generators and e-drives
In service: bearing, rotor and mechanical faults from vibration and sound, fused with drive or PLC data. At the end of the line: acoustic pass/fail testing of new motors, e-axles, gearboxes and compressors with learned limits instead of fixed thresholds.
Automotive · Power · ProcessTurbines, fans and compressors
Load, imbalance and abnormal operation from acoustic and vibration signatures.
Process · Power · Pharma & foodPumps and valves
Cavitation, dry running and leakage from ultrasound and vibration.
Process · Pharma & foodWelding cells
Laser and arc welds monitored in-process by airborne acoustic emission; the same pattern is proposed for resistance and ultrasonic welding.
Automotive · Battery · Machine buildersSwitchgear, bushings and terminations
Partial discharge at switchgear, bushings and terminations detected without contact; oil-filled transformer tanks and tap-changers with contact sensors instead.
Power · ProcessExtruders and continuous lines
Process state and quality drift tracked acoustically.
Pharma & food · ProcessMachine tools
Tool condition and process quality as product functions, fused with spindle load.
Machine builders · AutomotiveThe whole site
Acoustic surveillance on edge devices: impacts, leaks, arcing and unusual events flagged to the maintenance system. Offered as an add-on to a monitoring project, not as a first step.
Process · PowerWe build on what your plant already trusts
Acoustic testing and monitoring are standard practice in three places. We do not ask you to believe in a new method; we add learning to one you already run.
In-process weld monitoring
Switchgear partial discharge
If it has a signature in sound, vibration, ultrasound or image data, we can probably help
Semiconductors, textiles, water and public infrastructure share the same assets and the same physics. So does site-wide acoustic surveillance, which we add to monitoring projects where it pays. Tell us about the machine or the process and we will give you a first assessment on the discovery call.
Ready to find out if it works on your machines?
Start with a free 30 to 45 minute discovery call. Bring the problem, the recordings you already have and your questions. We will tell you honestly whether sensing-based AI is the right tool and what the next step would cost in days, not months.
