Manufacturing and energy

Improve asset performance and safety with industrial IoT, edge analytics, and resilient platforms that operate at scale across plants and fields. We focus on measurable reliability improvements and safer operations.

Industrial IoT and edge

Asset performance management

We instrument critical assets with sensors and connect historians to streaming platforms. Features capture degradation, operating context and maintenance history. Models predict failure windows and recommend actions. Visuals prioritize work orders by impact on throughput and safety.

Edge analytics and vision

On‑device inference enables real‑time detection for quality and safety—visual inspection, PPE compliance, perimeter monitoring. We orchestrate secure updates and manage fleets at scale. Latency and accuracy are tracked per line or site, with remote fallbacks when needed.

Operational technology security

We segment OT networks, enforce least privilege and deploy anomaly detection tailored to industrial protocols. Incident runbooks align plant, safety and cyber teams so responses are coordinated and rehearsed.

Case example

Predictive maintenance: Deployed edge sensing and predictive models for rotating equipment. Outcomes: 22% reduction in unplanned downtime, improved OEE, and safer shutdown procedures. KPIs: downtime hours, mean time between failures, maintenance backlog, safety incidents.

Impact measures