Insights

Technical notes for resilient charging sites and Industrial Edge AI.

Practical notes on architecture, resilience, OCPP, CPMS at the edge, brownfield data integration and AI in operations.

EV Charging

Why cloud-only charging infrastructure is risky

Charging infrastructure needs central systems, but not every critical decision should depend on the cloud.

11 min
OCPP

OCPP Broker: when do you really need one?

An OCPP Broker is useful when charge points, backends and operator processes need decoupling.

10 min
Edge AI

Edge AI in charging sites: 8 use cases

From local troubleshooting to smart charging: where Edge AI creates value first.

12 min
Industrial AI

Predictive maintenance at the edge

Why predictive maintenance often starts better locally than in a central data lake program.

10 min
Brownfield

Brownfield Industrial AI: why data integration is the real bottleneck

Industrial AI rarely starts with perfect data. Success depends on pragmatic OT/IT integration.

11 min
CPMS

CPMS at the edge: what should run locally and what belongs in the cloud

Robust charging infrastructure separates local operating logic and central platform functions.

10 min
Resilience

Resilient charging infrastructure through edge and cloud

How charging sites become more robust by combining local intelligence with central platform functions.

11 min