AI Software · Industrial Systems · Site Intelligence
We build production-grade AI software for industrial sites: predictive models that feed into control loops, operator interfaces that explain decisions, and developer tools to ship changes safely.
Deterministic latency guarantees, model monitoring and automatic failover where decisions must be fast and safe.
Operator-facing explanations, counterfactual traces and audit logs for regulated environments.
CI/CD pipelines, canary rollouts and structured retraining workflows that keep live models healthy.
Edge runtime, secure gateway, model registry and a lightweight orchestration layer that lets your engineers deploy features safely and rollback quickly when needed.
Plant managers, reliability engineers and operations leaders who need measurable uptime gains while keeping human oversight central to every automated decision.
Secure data ingestion, time-series feature store, model registry and a lightweight orchestration engine. Designed for low-bandwidth sites and intermittent connectivity.
Standard REST and gRPC APIs, OPC-UA connectors, and pre-built adapters for common historians and MES systems to reduce integration time.
Multi-sensor fusion for early fault detection, prioritized action lists and automated workpack generation for field teams.
Closed-loop recommendations with operator-in-the-loop and safety envelopes to improve yield without compromising safety.
Site-level energy optimisation coordinating storage, CHP and production schedules to minimise peak costs.
Concrete examples where software and operations combined delivered clear ROI.
Compressor fleet: 45% drop in unplanned stops after 6 months of model-guided inspections and spare-part staging.
Batch reactor: 2.8% yield increase from closed-loop setpoint adjustments with operator override and explainability traces.
Storage dispatch: daily peak shaving reducing grid charges by 18% for a medium-sized plant.
We run short technical demos and 4-week pilots to prove value quickly. For demos, share a sample dataset or asset list and we will prepare a tailored walkthrough.
Send project scope and preferred dates. Our engineering team will propose a pilot plan including KPIs and success criteria.
Email: ai@wilh-hamm.de
Phone: +49 541 000 987