Skip to main contentSkip to footer
Physics-grounded intelligence. Fewer hardware sensors. Safer machines.
COMPREDICT – The Virtual Sensor Company – turns raw, high‑frequency time‑series data into trusted physical signals and physics‑informed Virtual Sensors — from cloud to edge deployment in software‑defined machines.
up to
50%
faster time-to-value
From raw time-series data to deployable, validated signals
up to
80%
sensor cost reduction
Compared to traditional hardware-only sensing solutions
up to
30%
less downtime
Through robust, software-defined condition signals and monitoring

DataPilot Platform

Turn raw time-series data from machines & prototype into an asset.


Virtual Sensors

Augment physical sensors to reduce cost and unlock scalable value.

Virtual Sensor Layer

Deploy Virtual Sensors inside software‑defined machines.

Integrity Monitoring

Trust Virtual Sensors in operation and fail safely.

Overview

Solutions by Industry

We spent 10 years proving Virtual Sensors in the most demanding environment: automotive.

Now we’re bringing the same physics-grounded, lifecycle-stable approach to any machine that generates time-series data and needs operational trust.

Our solutions are developed in accordance with recognised automotive standards for software quality and information security, such as Automotive SPICE® and TISAX®.

Automotive

From test track to series vehicle: COMPREDICT powers software-defined sensing for passenger cars, commercial vehicles, and SDV architectures.

Manufacturing

Leverage existing machine and line data for condition monitoring, degradation tracking, and predictive maintenance — without retrofitting new hardware.

Defense

Improve mission‑critical monitoring with software‑defined sensing that provides additional observability, redundancy, and health monitoring.

Robotics

Estimate loads, usage, and wear in actuators and mechanisms, enabling safer operation and longer lifetime — with software, not more hardware.

Agriculture & Heavy Machinery

Use existing machine data to estimate loads, wear, and operating conditions in agricultural and heavy machine equipment — improving uptime and reducing hardware complexity at fleet scale.

Trusted by

OUR PARTNERS

Quick Facts

WHY COMPREDICT?

100%

software-based
technology

10 M

deployed Virtual Sensors across Renault Group vehicles*

10

countries where top OEMs  work with us

100%

compatible with any Software-Defined Vehicle

Step Into Tomorrow​

Experience our Technology

Experience our Virtual Sensors in Motion with the COMPREDICTOR Demo Car.

The COMPREDICTOR is our state-of-the-art demo vehicle equipped with COMPREDICT’s cutting-edge Virtual Sensors, showcasing how software can replace traditional hardware sensors and unlock smart vehicle insights. Whether you’re an OEM or Tier 1 supplier, you can experience our groundbreaking technology firsthand. We can bring the COMPREDICTOR to your facility or welcome you to ours for a personalized demonstration.​

Begin Your Journey​

How to get started?

To get started, we need access to the right vehicle data:

  • Vehicle data is typically collected through CAN-Bus signals, Ethernet, or SAE J1939 (for commercial vehicles).
  • At the beginning of our collaboration, we’ll provide a signal list for the Virtual Sensor you choose. This ensures all necessary data is available.
  • If you need help gathering data, we can offer professional services or connect you with partners, such as data logger providers.

Depending on the Virtual Sensor you choose:

  • Some sensors (e.g., tire wear, vehicle mass) work immediately with automated self-parameterization.
  • Other sensors (e.g., wheel force transducer, tie rod forces) require calibration before deployment.

Calibration Process:

  1. Collect the necessary data from a reference vehicle (CAN-Bus signals + ground truth measurements from physical sensors).
  2. Data can be obtained from prototype vehicles, series production vehicles, or test bench data.
  3. COMPREDICT handles calibration through our Virtual Sensor Platform, including:
    • Data preprocessing
    • Feature selection and model tuning
    • Validation of the Virtual Senso

Once calibrated, Virtual Sensors can be deployed in two ways:

  • Cloud Deployment:
    • Done via COMPREDICT’s Virtual Sensor Platform.
    • Requires access to vehicle data (CAN-Bus, Ethernet, or SAE J1939).
  • In-Vehicle Deployment:
    • Sensors are hardware-agnostic and can work with any system or middleware.
    • To ensure smooth deployment, share your vehicle’s technical requirements and architecture with us.

Stop wasting your time-series data

Turn it into physics-grounded, trusted signals for software-defined machines.