The System of Real Intelligence

Three integrated layers. Raw machine data in. Actionable answers out.

Connects all the data. Reasons like a senior engineer. Provides confidence.

[01]

The Data Layer

The foundation. Upload and ingest operational raw data for calibration on an edge device you control. Once calibrated and AI-ready, data flows into your cloud or ours, your choice.

Machine telemetry - OPC-UA, MQTT, Modbus

Control systems - SCADA, PLCs

Execution & historians - MES, time-series stores

OEM documentation - PDFs, manuals, schematics

Enterprise data - SAP, Snowflake, Delta Lake

[02]

The Intelligence Layer

The core. A multi-agent reasoning system that runs on cause-and-effect connections, not on LLM reasoning. Generates hypotheses, finds root causes, recommends next steps.

Knowledge base - machines, signals, failure modes

Multi-agent system - detection, hypothesis, root cause, validation

Specific learning - terminology, processes, policies

Anomaly detection - unsupervised, industrial-grade

Compounding knowledge - grows with every resolution & interaction

[03]

The Action Layer

The interface. Ask in plain language. Marentis returns evidence-backed answers and ranked next steps, tailored to your ops. Talk to a senior engineer about your machine 24/7.

Conversational interactions - follow-ups, clarifications, refinements

Full evidence chain - signals, documents, logs

Adaptive decision support - tailored to your priorities

Executive summaries - status, cause, recommendation, impact

Stack integration - MS Copilot, enterprise chat tools

Built for engineers who need answers fast.

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[01] Data Hub -

Connect, map and contextualise your industrial data

Any data from any machine, made AI-ready.

Marentis Data Hub showing the input methods for connecting and uploading machine data.

[02] Intelligence Hub -

Ask questions about your machines in plain language

Type any question or prompt the way you would ask a colleague, focused on the machines that matter.

Marentis Intelligence Hub with a new chat started against a selected machine.

[03] Multi-Agent Investigation -

Follow the investigation from question to answer

Each agent reports what it is doing: planning the pipeline, checking data sources and memory, building an investigation plan. The work is visible and transparent to you.

The Marentis multi-agent system reporting its steps while working through a question.

[04] Evidence Chain -

Verify every answer against the underlying data

Correlations, distributions and time series data visually analysed as you need it. No black box, so you can trust what you find.

Marentis evidence chain showing correlations, distributions and time series behind an answer.

[05] Decision Support -

Turn findings into clear next actions

Prioritised for your work, with clear boundaries and the basis for each number stated. So you can get to work with confidence.

Marentis decision support listing prioritised key actions with the basis for each one.

[06] Operational Reporting -

Turn investigations into reports you can share

Select chat details, graphs and resolutions, then create a shareable report in PDF or HTML. Be ready in minutes for your next review.

Marentis report generation, assembling chat details, graphs and resolutions into a shareable report.

[07] Expert Memory -

Turn plant knowledge into lasting intelligence

Special terms, exceptions, feedback and information on your machines are curated in a knowledge graph. A constantly growing memory of your factory.

Marentis expert memory shown as a knowledge graph of machines, terms and rules.

Integrations

Works with your existing stack.

OPC-UA
MQTT
SCADA
ERP
OEM Docs
REST API

Don't see your stack? We support custom integrations.

Get in Touch

Your data. Working. In under a week.

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Existing infrastructure. No disruption. Working proof of concept.