Industries

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.

What we monitor
End-of-line acoustic testingIn-process weld monitoringSwitchgear partial dischargeRotating machineryExtrusion and filling linesBattery tab and busbar weldingMachine-tool conditionBearing fault detectionCompressed-air leak detectionSite acoustic surveillanceEnd-of-line acoustic testingIn-process weld monitoringSwitchgear partial dischargeRotating machineryExtrusion and filling linesBattery tab and busbar weldingMachine-tool conditionBearing fault detectionCompressed-air leak detectionSite acoustic surveillance
Where we work
IndiaGermanyAustriaSwitzerlandEuropean Union
By sector

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
Sector 01

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
Open the sector page
Power, utilities and heavy electrical
Sector 02

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
Open the sector page
Machine and tool builders
Sector 03

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
Open the sector page
Process industries and rotating machinery: steel, cement, chemicals, paper, mining
Sector 04

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
Open the sector page
Battery cell, module and pack
Sector 05

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
Open the sector page
Pharma, food and FMCG
Sector 06

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
Open the sector page
Rail and mobility
Sector 07

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
Open the sector page
By asset

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 builders

Motors, 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 · Process

Turbines, fans and compressors

Load, imbalance and abnormal operation from acoustic and vibration signatures.

Process · Power · Pharma & food

Pumps and valves

Cavitation, dry running and leakage from ultrasound and vibration.

Process · Pharma & food

Welding 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 builders

Switchgear, 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 · Process

Extruders and continuous lines

Process state and quality drift tracked acoustically.

Pharma & food · Process

Machine tools

Tool condition and process quality as product functions, fused with spindle load.

Machine builders · Automotive

The 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 · Power
Proven where it counts

We 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.

End-of-line acoustic testing

Established practicePowertrain and e-drive plants routinely screen every motor, gearbox and compressor acoustically before shipment.
What we addLimits learned from your data instead of set by hand per variant; fewer false rejects; each failed signature traced to the station that caused it.
See the sector

In-process weld monitoring

Established practiceLaser and arc weld cells are monitored optically, and automotive guidelines are written around optical sensors.
What we addAirborne acoustic emission as a validated second channel, with the capability studies your quality auditor expects.
See the sector

Switchgear partial discharge

Established practiceHandheld ultrasonic and TEV surveys of switchgear are routine maintenance practice.
What we addThe same survey made continuous and unattended: permanently installed acoustic sensing with learned classification and severity trends to your maintenance system.
See the sector

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.