Data without a decision
Historians, spreadsheets, or other plant systems exist, and the plant still cannot act on them.
Capability
Engineering-led digital twins. Connect plant data pipelines and analytics to plant decisions. PE-led, pilot-first, and planned so production keeps running.
A digital twin is scoped only when it changes an operating or capital decision. Process and facility models stay tied to that decision, with links to simulation when the question is layout, capture, or process options.
Pipelines connect the data the decision needs: sensors, PLC and historian data, and the OT/IT path already in the plant. The smallest pilot is measured against an agreed baseline before anything scales.
Dashboards and alerts are limited to KPIs operations will use, ranked against the plant decision rather than a software wish list.
Plant systems of record can feed a decision. Integration covers revision truth and change-order flow, with engineering acceptance tests before multi-site scale.
Operations, engineering, and plant leaders at manufacturers who have plant data in historians, spreadsheets, or other systems of record, but no reliable path from that data to a plant decision.
A PE, not a software reseller, owns the acceptance tests. Twins and analytics tie back to ventilation, energy, and simulation models we already build. Pilots are scoped so production change control continues.
Start with the constraint that is costing you most. These paths share measurement and uptime rules.
Conditions that drive calls from plant, EHS, and capital teams.
Historians, spreadsheets, or other plant systems exist, and the plant still cannot act on them.
A model is proposed before anyone names the decision it would change.
A pilot line is still the right first scope.
Each step ends with a decision gate before capital or install moves forward.
Which decisions matter, what data they need, and where that data lives today.
Gate · Gate: decisions and data sources named
Engineering tests that IT and vendors must pass.
Gate · Gate: acceptance tests owned by engineering
The smallest pilot that proves value against an agreed baseline.
Gate · Gate: pilot metrics beat baseline
Fix interfaces and permissions before scale.
Gate · Gate: defects closed for the pilot scope
Rollout that does not freeze production change control.
Gate · Gate: scale plan accepted
FAQ
For: Operations and engineering leaders connecting plant data pipelines and analytics to plant decisions.
What helps a first conversation
Pilot-first with acceptance tests operations can trust. Not a platform sales pitch.
PE · measurement-based
Stephen, a licensed PE, personally replies to every inquiry within one business day. For an urgent production issue, call (980) 485-5519.