We design resilient AI systems that operate reliably in factories, energy sites and logistics networks — from edge inference to enterprise orchestration.
Methods and tools to keep models safe and predictable in live control environments.
Robust pipelines, schema governance and feature stores built for industrial data.
Encrypted telemetry, role-based access and verified update paths for edge fleets.
Founded by control engineers and data scientists, Soag combines domain expertise with software engineering discipline to produce AI systems that operate safely and transparently in production.
Designs that consider plant constraints, human operators and safety envelopes from day one.
Dashboards and workflows that make model outputs actionable and trusted by frontline teams.
From pilots to operations, processes that sustain model performance and compliance.
Modular building blocks you can combine for specific industrial use cases.
Short- and long-term failure forecasting with prioritized inspection lists.
Model-informed control loops that balance throughput, yield and energy costs.
Vision and sensor fusion for consistent quality and reduced manual rework.
We integrate with PLCs, DCS, historians and enterprise systems using robust adapters and idempotent pipelines. Our connectors prioritise safety, traceability and non-intrusive operations.
Our R&D lab experiments with robust learning, explainability and multimodal sensing to push production-grade AI forward.
Adversarial evaluation and distribution-shift monitoring to keep models reliable.
Interpretable models and operator-facing explanations for better decision-making.
Efficient model architectures for low-power inference and fast control loops.
Deployed projects with measurable outcomes across sectors.
Fleet-wide anomaly detection and prioritised maintenance reduced downtime by 48% and maintenance cost by 22%.
Closed-loop tuning improved yield by 3.4% and reduced energy consumption through model-assisted control adjustments.
Dynamic routing and energy-aware scheduling improved throughput and reduced idling emissions significantly.
Embedded vision reduced false-reject rates and automated quality scoring on fast-moving lines.
Energy optimisation platform enabled peak shaving and improved integration of on-site renewables.
Cross-disciplinary teams of control engineers, data scientists and systems engineers build and operate our solutions.
Head of AI Research
Lead Controls Engineer
Product & UX
Operations & Delivery
Interested in joining? We hire engineers and domain experts across Europe — send CVs and a short note describing your relevant experience.
Visit our Morbio Inferiore office or schedule a remote briefing. Tell us about assets, data sources and the outcome you need.
Share a brief scope and preferred timeline; we will propose a pilot and next steps.
Email: hello@soageurope.ch
Phone: +41 91 999 1234
Half-day innovation workshops and 4-week pilots to validate feasibility and ROI.