Reference architectures

System patterns without invented client claims.

These are recurring engineering situations, not customer case studies or performance claims. They show the boundaries and questions that shape a credible first conversation.

01

Existing industrial equipment

Brownfield equipment to a modern monitoring layer

Controllers, instruments, and PLCs already perform useful work, but data and operator workflows are fragmented across protocols and interfaces.

System boundaries

  1. 1 Field devices and controllers
  2. 2 Protocol and edge gateway
  3. 3 Monitoring, history, and operator workflow

02

Connected product engineering

One product across firmware, edge, and application layers

Device behavior, connectivity, configuration, updates, and user-facing software must evolve without creating separate ownership islands.

System boundaries

  1. 1 Firmware and device behavior
  2. 2 Connectivity and lifecycle services
  3. 3 Desktop or web application

03

Industrial data and practical AI

Measurement data to a justified operational decision

Signals need reliable capture, context, and validation before analytics or AI can improve a maintenance, quality, or operating decision.

System boundaries

  1. 1 Acquisition and time context
  2. 2 Data quality and feature pipeline
  3. 3 Decision support and operator feedback