One platform,
six services.
A React client talks to a FastAPI gateway that routes to six independent services. Data flows up from the plant through connectors; control and optimisation decisions flow back down in a closed loop.
One clear responsibility each.
Authentication
Issues and validates JWTs; access control enforced at the API boundary.
Process Data
Acquires and normalises live and historical signals through the connectors.
Model
Builds, stores and serves linear, nonlinear, first-principles and data-driven models.
Control
Computes manipulated-variable moves — MPC, adaptive PID, extremum seeking, fuzzy.
Optimization
Finds the best operating point — steady-state and dynamic.
History
Persists and queries time-series; trends, backfill and audit trail.
A modern, containerised stack.
The image validated in test is the image that runs in production.
Validated, then trusted.
Each stage runs in a test environment identical to production and can be rolled back instantly. See the full method on the Approach page.
Connect
Read-only data beside the control system. No write access until you decide.
Shadow
Identify models; run controllers in advisory mode while operators stay in control.
Close & optimise
Enable bounded write-back, then turn on economic optimisation.
Let’s run a proof of value.
One well-instrumented unit, a read-only pilot, and a quantified benefit estimate — with a reusable playbook for what comes next.
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