DATA STREAM DESIGNER · TIER 1 — DETERMINISTIC
Connect live operational data to decision workflows.
Connect industrial sources. Process live events. Feed every downstream XMPro decision with the context that matters.
Operational data → Stream Designer → applications, recommendations, workflows, agents.
Stream Designer sits at the start of every XMPro flow. Industrial sources feed in — OT, IT and engineering systems — and the curated, contextualised signals feed every other component of the Agentic Operations Platform.
Primarily supports
- Monitor & Predict.
- Data access & contextualisation.
- Live event processing.
- Agentic Operations Platform integration.
THE INTEGRATION CHALLENGE
50% of digital transformation cost goes to integration.
The reason is structural: industrial data sits behind a wall of fragile point-to-point connections that break every time a system changes. Stream Designer replaces that wall with a visual, drag-and-drop pipeline.
Without Data Stream Designer
- Data siloed across SCADA, historians, ERP and IoT platforms.
- Fragile point-to-point connections that break with every change.
- Manual integration absorbs engineering time meant for the operation.
- SQL expertise required to do anything useful with operational data.
With Data Stream Designer
- Unified data layer across every operational source.
- Visual, drag-and-drop pipeline composition — zero code.
- 150+ certified connectors maintained centrally.
- SMEs compose flows in their own language — no SQL needed.
THE FOUNDATION LAYER
One Data Layer. Two Intelligence Paths.
Stream Designer is the shared intelligence pipeline that feeds both human operators via App Designer and autonomous agents via MAGS — from a single, unified data integration layer.
SHARED DATA LAYER
An anomaly is detected.
Pump P-301 vibration exceeds baseline. The data flows through OIM -- the shared intelligence layer that both paths draw from.
Data
Graph
Three tiers, one platform foundation.
Stream Designer is Tier 1 — deterministic data orchestration. Tier 2 adds governed AI reasoning to the same canvas. Tier 3 brings full cognitive agent teams. Customers progress along the tiers as their operations mature.
TIER 1
You are here
Stream Designer
Deterministic data orchestration. Visual composition, industrial-grade connectors, edge deployment, real-time observability. If the flowchart can be drawn before runtime, use a Datastream.
Tier 1 — DeterministicTIER 2
When reasoning is needed
AI Workflow Harness
The same Datastream canvas, now governing an LLM reasoning agent. Context assembly, tool access, output validation and routing all visible on-canvas. Single-pass reasoning, no autonomous cycles.
Explore AI Workflow Harness →TIER 3
When autonomy is required
Cognitive Agents (MAGS)
Multi-agent generative systems. Observe-reflect-plan-act cycles, persistent memory, objective functions, team coordination. Full autonomous operation inside policy guardrails.
Explore MAGS →Visual Data Pipeline — Six Stages, Zero Code
Drag and drop connector agents onto a visual canvas. Configure properties without writing code. Data flows from ingestion through enrichment, transformation, analytics, and action — all in real time.
From raw sensor signal to autonomous action — one visual pipeline, zero code.
CONNECTOR ECOSYSTEM
150+ Certified Connectors
Pre-built connectors for enterprise, industrial, and emerging technologies. From edge sensors to cloud analytics — connect your entire operational landscape without custom code.
AI & Analytics in Real Time
Embed predictive models, anomaly detection, and machine learning directly into your data streams. No separate analytics platform — intelligence runs where the data flows.
DETECT, PREDICT, OPTIMISE
Live analytics where the data flows.
Anomaly detection catches process deviations and equipment degradation as they happen. Predictive analytics forecasts remaining useful life and production output. Operational intelligence drives live OEE visibility, root-cause analysis, and recommendations — on the canvas, in real time.
BRING YOUR OWN MODELS
Embed your models, enriched with context.
Drop Azure ML, Jupyter notebooks, MLFlow pipelines, R scripts and custom Python straight onto the canvas. The Operational Intelligence Model layers semantic context across every signal, so models reason on data that already carries meaning.
DEPLOY ANYWHERE
Run where the data lives.
Deploy data streams at the edge, in the cloud, or hybrid. Process signals at the source — cut latency, bandwidth and egress cost, while still feeding the same canvas the rest of the platform consumes.
INTERACTIVE TOUR
Take a tour of Stream Designer.
Trusted by Industrial Operators
Where to go next.
Stream Designer is one component of the wider Agentic Operations Platform. Continue exploring the surrounding architecture.
Start building your intelligence pipeline.
See how Stream Designer can unify your operational data and power both human decisions and autonomous operations.
