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Industry & Energy

From SCADA to digital twin

Your PLCs and SCADA generate massive, fragmented and unused data. We make it accessible to predictive maintenance models, energy optimisation and digital twin — without touching operational safety.

-22%
energy consumption optimised by AI model on industrial pilot sites
Geographies
Maghreb industryNorth Africa oil & gasFranceRenewables
Challenges

Industrial challenges

Closed SCADA

Proprietary protocols, data hard to expose, complex IT / OT integration.

Predictive maintenance

Sensor volumes, varying quality, need to anticipate failures without false alerts.

Industrial ERP

Heavy systems (SAP PP, Oracle), disparate CMMS, data flow breaks.

Energy sovereignty

Climate pressure, energy cost, real-time optimisation requirement.

Use cases

Industrial use cases

Use case

Legacy SCADA → AI platform

Certified OT/IT gateway, real-time extraction, signal normalisation, feeding an exploitable industrial data lake.

Stack
OPC UAMQTTKafkaTimescaleDBPI System
Use case

Digital twin

Model simulating site in real time, sensor integration, maintenance and optimisation scenarios tested before action.

Stack
Azure Digital TwinsPythonGraphQLThree.jsPostgreSQL
Use case

Energy optimisation

Predictive consumption models + weather forecast + real-time pricing. Automatic load steering on pilot sites.

Stack
PythonXGBoostTensorFlowTimescaleDBGrafana
Methodology

Industrial methodology

01

OT / IT audit

Equipment mapping, protocols, sensors, operational safety constraints.

02

Pilot site POC

High-ROI use case, controlled environment, operations validation.

03

Industrialisation

Multi-site roll-out, data governance, maintenance and operations team training.

04

Run + improvement

Continuous monitoring, model retraining, new use cases (quality, energy, safety).

References

Industrial results

Digital twin on 2 production lines. Settings optimised before implementation, quality +12%, critical failures anticipated 48h in advance.

Food industry, Morocco

Energy optimisation model on oil site. -19% process gas consumption. ROI achieved in 8 months.

Oil & gas, North Africa
Next step

Connect your operations, unlock value

Let's discuss your sites, your SCADA and the AI use cases that can generate measurable ROI in under a year.