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AI & IoT Solutions

Turn operational data into predictable intelligence

From custom AI models and IoT hardware to connected platforms, GNS brings over 16 years of software and project execution experience to deliver measurable AI and IoT outcomes for railways, government and enterprises.

  • Railway digital imaging analytics
  • Reinforcement learning forecasting
  • Privacy-preserving 3D area monitoring
  • Predictive maintenance & quality control
  • 24/7 local support
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Turn operational data into predictable intelligence

Outcomes

Measurable results

80–90%
Train running-time prediction accuracy (±15 min)
30%+
Fewer hardware-caused incidents
60×60 m
3D monitoring coverage per unit
24/7
Local technical support

Capabilities

What we deliver

  1. Custom AI model development

    Reinforcement learning, deep learning and computer vision models trained on your operational data and integrated into existing systems and workflows.

  2. IoT hardware & sensing →

    In-house designed and manufactured IoT edge devices, data loggers and sensors compliant with industry standards such as EN50155 for railway, factory and field environments.

  3. Privacy-preserving area monitoring

    3D depth-camera monitoring that records depth maps only — no optical images — covering over 60×60 m with dimension error below 10%.

  4. Predictive maintenance

    Data analytics that forecast equipment failure in advance — our portable relay tester predicts relay faults up to three months ahead, reducing unplanned downtime.

  5. Video analytics & quality control

    Real-time image processing for bread QC, depot route monitoring, people counting and goods dimension measurement.

  6. Connected platforms & dashboards

    Cloud-based real-time monitoring, alerting and reporting so operators stay informed and can download logs remotely.

Solution details

How we deliver

Every AI and IoT engagement starts from the operational problem, not the technology. GNS engineers first review your existing processes and data, then select the right combination of sensors, edge devices, models and platforms — delivered with project governance and continuously refined in operation.

On the railway, we built a reinforcement learning model that combines SACEM data loggers and observatory weather data to forecast allowable train running time with 80–90% target accuracy (±15 minutes), reducing hardware-caused incidents by more than 30%. The same forecasting capability applies to factory equipment, power systems and logistics facilities.

Privacy and compliance

We understand the data-privacy demands of critical facilities. Our 3D area monitoring records depth maps only, never optical images, avoiding sensitive facial data while maintaining accurate zone detection. Systems ship with safety testing and complete project documentation, suitable for government procurement and audit requirements.

Why GNS

  • In-house hardware design and production, free from third-party supply constraints
  • Project management team with proven government and railway track record
  • ISO 9001, ISO/IEC 27001 and ISO 14001 certified processes
  • 24/7 local engineers to keep solutions running

FAQ

Service questions

How are GNS AI solutions deployed?

We offer on-premise, cloud or hybrid deployment depending on data privacy, latency and compliance needs. Railway and government projects typically use on-premise or hybrid architecture with secured network transport.

How does the 3D monitoring protect privacy?

The system records depth maps only — no optical images — so identifiable facial imagery is never stored. All data is encrypted in transit, with safety testing and project documentation provided.

Can GNS build custom IoT hardware?

Yes. Our R&D team designs and manufactures IoT edge devices, data loggers and electronic control systems, and can test and certify them against standards such as EN50155.

How long do AI projects take?

Depending on data availability and integration scope, simple analytics or vision models typically reach pilot within months; large railway or government projects are delivered in phases with pilot validation.

Design your AI & IoT solution

Tell us about your operational challenge and our engineers will recommend the architecture, timeline and support model.

Contact GNS