Asset Graph and Context Lake
The Asset Graph & Context Lake is Lumicent's multimodal data foundation. It creates a structured representation of the physical operation and connects every incoming signal to the asset, location, operating role and business context it belongs to.
The foundation combines:
- Asset hierarchy — site → line → asset
- Time-series physical telemetry
- Asset metadata and criticality
- Business Impact Assessments
- Maintenance and operational history
- Labeled faults, interventions and near misses
- ERP, EAM and other enterprise context where available
Under the hood, time-series, relational and vector data infrastructure work together to support telemetry, asset records, machine-learning embeddings and similarity analysis.
What it does
The Asset Graph stores, validates and structures the information needed by every intelligence layer above it.
Incoming physical data is authenticated and associated with a known asset. That telemetry becomes part of a continuously growing history of how the asset behaves, what has happened to it, what interventions have occurred and what the asset means to the surrounding operation.
The platform can also ingest context such as replacement cost, maintenance history, production role and asset master information from ERP and EAM systems where available.
How it's better
Most industrial data is fragmented.
Telemetry sits in one system. Asset metadata sits in another. Maintenance history sits in EAM. Business-criticality information may live in spreadsheets or in people's heads.
Lumicent creates a connected model in which physical data and operational context can be evaluated together.
And unlike architectures that require extensive enterprise integration before they create value, Lumicent can establish this foundation from its own sensing infrastructure first. External systems enrich the model but are not prerequisites.
The accumulated operational history also creates a compounding advantage: faults, interventions and other labeled events provide additional context for models and analysis over time.
Business value
The Asset Graph turns disconnected readings into a living representation of asset health and operational relevance.
That provides the context required to move beyond “this sensor changed” to “this specific asset changed, this is how it has behaved historically, this is what depends on it, and this is why the change matters.”
What you get: an asset-aware data foundation that makes every layer of intelligence above it more precise and useful.
Act before exposure
becomes loss
See how Lumicent helps physical operations teams reveal emerging risk, prioritize what matters most, and drive action before failure occurs.
Frequently asked questions
