PLATFORM
A governed operating layer from raw signals to action
The platform carries an operational environment through one loop — model it, perceive it, decide with evidence, orchestrate the response, and operate the whole system across edge and cloud. Humans hold the gates at every consequential step.
SYSTEM ARCHITECTURE
From inputs to operational outputs
INPUTS
- cameras
- sensors · PLC
- robot APIs
- WMS / MES / ERP
- CAD / layouts
- historians
- 01 MODELSimulation & Twin
- 02 PERCEIVEAI Perception
- 03 DECIDEGuidance · human gate
- 04 ORCHESTRATERobotics Orchestration
- 05 OPTIMISEEdge & Cloud Operations
deployment · telemetry · model lifecycle · audit — under every layer
OUTPUTS
- Coordinated robot & system action
- Governed, recorded decisions
- Quality & safety evidence
- Operational reports and audits
FEEDBACK — outcomes and evidence flow back into the twin and the models; the loop tightens with every cycle
OPERATING PRINCIPLES
Control, evidence and traceability are designed in
Human-in-the-loop by default
Consequential actions pass approval gates with role checks, a stated impact and an explicit confirm. Override, pause and safe-state controls stay visible.
Evidence with every insight
Detections and recommendations carry source data, timestamp, confidence, model and version — nothing asks to be trusted on reputation.
Traceability end to end
Every material change, decision and deployment is recorded in an accessible audit trail — who, what, when, on which evidence.
Failure-aware by design
Offline, degraded, stale-data and low-confidence states are first-class: visible, named and paired with defined safe behaviour.
DEPLOYMENT MODEL
Edge where latency matters, cloud where scale does
Perception and orchestration run on edge nodes beside the line; simulation, analytics and fleet management run in cloud or on-prem clusters. One deployment system versions, monitors and rolls back both.
- EDGELow-latency inference, workflow execution, local safe-states, offline tolerance
- CLOUDTwin & scenario compute, model training, cross-site reporting, lifecycle management
- NEUTRALVendor-neutral adapters: OPC UA, MQTT, REST, robot vendor APIs, enterprise systems
TYPICAL SITE TOPOLOGY
Discuss your operational environment
Tell us what runs today — lines, fleets, systems, constraints. We come back with how the loop would sit on top of it.