Case Studies

Production systems for industrial operations.

Representative work across heavy industry: data platforms, operator interfaces, OT/IT integrations, digital twins, and production systems deployed where reliability, governance, and field context matter.

6 selected delivery patterns Oil & Gas · Mining · Energy · Manufacturing Client identities confidential

Delivery evidence
6 Selected patterns A focused sample of industrial software, AI, and OT/IT systems.
40+ Plant rollout High-performance HMI migration scaled beyond a single pilot.
9 Country footprint Industrial project exposure across the Americas and the Caribbean.
NDA Confidential clients Delivery patterns and outcomes shared without disclosing client identities.
What the work proves

Patterns behind the projects.

Because client names are confidential, the proof is in the engineering patterns: systems that integrate real industrial environments, reduce operational friction, and survive handover into production.

Operational data integration

Process, maintenance, ERP, geospatial, and legacy sources organized into usable decision layers.

Operator-centered interfaces

HMI and dashboard work shaped around cognitive load, screen hierarchy, and response under pressure.

Distributed asset visibility

Remote context for pipelines, plants, and industrial infrastructure where geography matters.

Production discipline

Systems designed for reliability, rollout, maintainability, governance, and long-term ownership.

Additional production patterns
Oil & Gas · Midstream

Plant of the Future — ISA 101 HMI Migration

A migration from traditional HMI screens to high-performance ISA 101 graphics. The work covered operator workflow analysis, screen hierarchy, graphics standardization, alarm and context visibility, and a simplified dashboard model that scaled from pilot to fleet rollout.

  • ISA 101
  • High-performance HMI
  • Operator workflows
  • Fleet rollout
Rolled out across 40+ plants
Mining

Industrial HMI Migration

A full HMI redesign and migration for a large mining operation, applying high-performance principles to improve operator clarity, navigation, response during abnormal situations, and long-term maintainability.

  • Mining operations
  • HMI redesign
  • Screen hierarchy
  • Maintainability
Improved clarity under operational load
Oil & Gas

Virtual Pipeline / Digital Twin

A digital twin for pipeline operations, integrating real-time process data with geospatial visualization for remote monitoring, operational context, asset traceability, and risk assessment across distributed infrastructure.

  • Digital twin
  • Geospatial
  • Real-time data
  • Asset traceability
Real-time + geospatial monitoring
Industrial Connectivity

OPC UA / MQTT Store-and-Forward Collector

A reusable acquisition pattern for industrial data: multiple OPC UA endpoints, intelligent polling, change-based publishing, quality mapping, buffering during network interruptions, and reliable forwarding into operational data platforms.

  • OPC UA
  • MQTT
  • Store-and-forward
  • Edge buffering
Resilient plant-floor data acquisition
Manufacturing · Safety

On-Premise Computer Vision QC

An on-premise inspection pattern for safety and quality use cases, combining model inference, camera streams, event pipelines, local monitoring, and deployment models that can run close to production without depending on public cloud connectivity.

  • Computer vision
  • YOLO
  • Edge AI
  • Local monitoring
Air-gapped edge AI deployment
Operations Intelligence

PI System / Integrated Operations Dashboard

A production dashboard pattern for integrated operations centers, combining historian and PI System data, real-time KPIs, custom PI Vision JavaScript, role-based views, and screen design for control-room decision-making.

  • AVEVA PI System
  • PI Vision JavaScript
  • IOC dashboards
  • Real-time KPIs
Control-center visibility from live industrial data