Industries we work with
Real-time prediction AI tailored to specific industrial domains. Each page shows where we have partner projects, benchmark demos, and application ideas we are exploring.
Chemicals & Materials
Quality soft sensor for multi-product plants
Estimating hard-to-measure quality variables in real time, designed for multi-product and multi-grade operation.
Composition estimation in a distillation column
Estimating product composition in real time instead of using slow or expensive online analyzers.
Endpoint of batch reactors
Estimating conversion and reaction endpoint in batch reactors without waiting for lab results.
Melt and product quality inline at the extruder
Estimating melt quality inline instead of slow offline measurements of melt index and viscosity.
Analysis of yield drivers
Identifying which variables, time lags and interactions drive batch-to-batch yield variation.
Food & Beverage
Powder moisture in spray drying
Estimating powder moisture in real time so spray dryers do not over-dry for safety margin, saving energy.
Concentration in evaporation
Estimating concentration during evaporation so multi-effect evaporators do not over-concentrate and waste steam.
Endpoint of roasting and drying
Estimating the moisture or color endpoint in roasting and drying to avoid over-processing.
Industrial Equipment & Machinery
Estimating the torque of a servo axis without retrofitting sensors
Estimating torque from signals already present in the servo drive, to reveal the share that motion alone does not explain.
Estimating the axial force of a ball screw without retrofitting force sensors
Estimating axial force from motor current and speed, making press force available without a load cell.
Early anomaly detection on compressors
Learning a compressor's normal behavior from normal operating data alone and flagging early signs of faults.
Anomaly detection on pumps using your fault records
Calibrating the alarm threshold against documented failures, so the trade-off between warning time and false alarms is quantified.
Estimating injection-molded part quality without retrofitting sensors
Estimating weight, dimensions and warpage shot by shot from signals the machine already records.
Tool wear and remaining tool life in CNC machining
Estimating tool wear and remaining tool life from spindle signals during machining.
Catching the stamping defects a tonnage limit cannot see
An edge AI model that judges every stroke good or bad from the force curve your in-die sensors or tonnage monitor already record. It learns from good parts only. No added sensor, no cloud connection.
Real-time internal pressure estimation for hydraulic systems
Estimating the internal pressure of hydraulic systems without additional hardware, directly on the existing microcontroller.
HVAC & Heat Pumps
Refrigerant leak detection
Detecting early signs of refrigerant leaks in HVAC systems from normal operating data, before performance declines.
Refrigerant condition and heat pump efficiency
Estimating hard-to-measure refrigerant states and the operating efficiency of HVAC and heat pump systems from standard sensors.
Energy & Infrastructure
Energy forecasting that adapts to any building
Forecasting a building's energy consumption and adapting a shared model to a new building with only a few weeks of data.
Condition monitoring of wind turbines
Detecting early signs of abnormal behavior in wind turbines from normal operating data alone.
Aerospace
Remaining useful life
of aircraft engines
Sensor data captured in operation estimates how many cycles an engine has left before failure.
Battery & Advanced Materials
Coating quality in roll-to-roll processing
Estimating coating uniformity and quality during roll-to-roll application from process signals.
State-of-health estimation for batteries
Estimating the health of battery cells to anticipate capacity loss and plan replacement early.
Instrumentation & Measurement
Degradation and service life of measuring instruments
Estimating how much service life a measuring instrument has left before it drifts past its tolerance limit, using the calibration records you already keep.
Pharma & Bioprocess
Real-time quality estimation in fermentation
Estimating hard-to-measure product quality during fermentation in real time, without waiting for lab analysis.
Mobility & Transport
Remaining useful life of vehicle components
Predicting a component's remaining life and adapting to each individual vehicle from only a little data.
More industries will be added as our partner projects progress. If you have a real-time prediction problem you would like us to look at, please get in touch.
Start with a feasibility study
We run a feasibility study using your real data to demonstrate effectiveness in your actual environment. Ultimately, you get deployable AI software optimized for your specific process, running on your existing devices. Get in touch to discuss your use case.
