Data & Integrations
Start from manual inputs, scale to historical imports, and connect live data via APIs/IoT—without a big-bang approach.

When to use
Best-fit scenarios
A practical set of situations where this capability creates the fastest value.
You want value before IoT is fully deployed.
You need simulation from historical traces (Excel/exports).
You’re ready to mirror live operations for decision support.
Deliverables
What you get
Concrete outputs you can use for workshops, decisions, and implementation.
What you get
- Manual → historical → live data roadmap
- Import connectors and data mapping
- Optional live dashboards
How it works
From model to decision
A repeatable flow that scales from early design to high-variability operations.
Manual model
Build the first twin from known parameters and structured inputs.
Historical import
Use historical datasets to calibrate and validate behavior.
Live connectivity
Connect sensors/systems to reflect real-time state where needed.
Next step
See this capability on your process.
Book a demo to map your environment, compare scenario variants, and define an actionable rollout path (manual → historical → live data).