Agentic AI at the Industrial Edge

Turn operational data into operational knowledge, securely delivered to every engineer, at every site.

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The Vision

Turn Operational Data Into Operational Intelligence.

Give every operations team instant access to the operational knowledge hidden across your industrial data. Detect issues earlier, investigate faster and make confident decisions, while keeping your data secure and under your control.

Your operational expertise, available to every engineer, 24/7.
The Challenge

Your Plants Generate Data. Your Engineers Need Answers.

Industrial plants generate millions of events, alarms and measurements every day. Turning that information into timely operational decisions is still a manual and fragmented process.

  • Information is scattered across historians, SCADA, alarms, manuals and maintenance systems.
  • Critical context is missing: the data exists, but understanding what happened still takes manual investigation.
  • Engineers spend too much time searching instead of solving problems.
  • Valuable operational knowledge does not scale beyond the people who hold it.
60%of engineer time lost to manual data search
longer to locate deviations due to data fragmentation
+$1Mlost from being reactive rather than proactive

Source: Alpha Process Control

Operational intelligence begins when data gains context.

The Solution

An AI Agent for Your Daily Operations, Ready Today.

Reference case: a solar O&M workflow on contextualized plant data. The agent analyzes plant behavior, investigates anomalies and supports the team with evidence-based recommendations.

  • Detects operational deviations
  • Investigates root causes using real-time and historical data
  • Provides the evidence behind each finding
  • Quantifies operational impact and lost MWh
  • Prioritizes maintenance actions
  • Generates an operator-ready report and maintenance plan
  • Keeps engineers in control through human approval
The Impact

Why This Matters to Industrial Operators.

Empower your engineers with trusted operational knowledge, while running industrial AI securely at the edge, across every site.

Find answers faster

Reduce the time spent searching across disconnected systems.

Detect problems earlier

Identify anomalies before they become costly failures.

Scale operational expertise

Make your best operational knowledge available to every engineer.

Deploy once, scale everywhere

Roll out the same AI stack securely across your entire fleet.

Stay in control

Govern every AI-assisted decision with human oversight and secure operations.

Keep AI at the edge

Keep data local while running AI next to your industrial processes.

Turn operational data into operational knowledge, delivered securely to every engineer, at every site.

Why Together

Understanding Operations. Operating AI.

N3uronCreates operational context
  • Connects industrial assets and systems
  • Organizes and contextualizes OT data
  • Makes operational knowledge accessible via MCP
  • Preserves real-time and historical context
  • Provides trusted information for AI
BarbaraMakes AI operational
  • Runs AI locally at the edge
  • Deploys securely across every site
  • Manages lifecycle and updates
  • Keeps data under customer control
  • Operates AI reliably at fleet scale
N3uron helps AI understand your operations. Barbara helps your operations trust AI.
On-prem and edge-first: OT data and AI workloads stay under customer control.
The Architecture

One Self-Contained App. Everything Runs On-Prem.

Industrial data, local AI inference, agent workflows and edge lifecycle management, in one deployable stack.

N3uron Agentic AI architecture: the Barbara orchestration platform running the on-prem edge solution (N3uron, LangFlow, Ollama, Open Web UI).

N3uron provides the industrial data, context, historian and MCP layer. Barbara deploys, secures and manages the complete edge AI stack across the fleet.

The Journey

From Industrial AI Demo to Fleet-Scale Deployment.

1

Discovery

Pain point, target assets, data and expected impact.

2

Data & use case fit

Required real-time, historical, alarms and asset context available and modeled.

3

Supervised demo

Controlled AI-assisted workflow on representative plant data.

4

Controlled PoC

Limited environment, clear success criteria, human-in-the-loop.

5

Plant pilot

Real site: security, operations, maintenance and edge management.

6

Fleet rollout

Scale the same stack across sites, with Barbara lifecycle and N3uron models.

Every stage includes security, governance, operator validation and a clear path to scale.

Why Now

Your Data Already Has the Answers. It’s Time to Put Them to Work.

  • Industrial AI is moving from pilots to real operations.
  • Competitive advantage comes from faster operational decisions, not more data.
  • Edge AI makes secure, plant-level deployment practical today.
  • The organizations that scale operational knowledge first will outperform the rest.
Some customers already deploying AI agents
SonnedixMahou San Miguel
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From operational data to operational knowledge. From insight to action. Securely at the edge.