Two thin layers
over every
system you run.
The architecture is deliberately simple: a semantic layer that makes each system machine-readable in your vocabulary, an agent-application layer that acts on it, and a cross-stack layer that lets agents reason end-to-end. Everything else is plumbing.
Signal path · sensor → action
What sits over
each system of record
SCADA / Historians
/ L3
tag→asset, quality scoring, unit normalization
Sensor Cleanse · Alarm Rationalizer · Asset Health
MES
/ L2
batch genealogy, operator ontology, loss taxonomy
OEE Analytics · Quality Deviation · Scheduling
ERP / CRM
/ L1
order-to-fulfil graph, margin model, customer map
Order Intelligence · Margin · Inventory
Cross-stack
/ L∞
Shared vocabulary across all three layers: asset ↔ batch ↔ order linkages, cross-system joins
Root Cause · Demand-to-Production · Compliance
What lives in
the context layer
The thin strip between your source systems and the agents. Invisible when it works, painful when it doesn't. Everything here belongs to you.
Tag-to-asset graph
Every raw tag in your SCADA/historian mapped to the physical asset it represents. Assets link to MES work-centers and ERP equipment masters. One source of truth for what-is-what.
Unit & time harmonization
Engineering units normalized, timestamps aligned, sampling rates reconciled. Agents downstream don't have to care that one line reports °F and another °C.
SOP & document corpus
Procedures, manuals, change-control records, and ticket history indexed and retrievable in-context. Agents cite the exact paragraph they drew on.
Ontology of the operation
Shifts, routes, batches, SKUs, lines, and sites — modeled as first-class entities so agents reason in your vocabulary, not the source system's.
Incident & decision memory
Past investigations, CAPAs, and engineer notes kept searchable. New incidents arrive with their own precedent pack.
Quality scoring per tag
Every incoming tag carries a live quality score. Agents know what they can trust and refuse to reason on poor-quality inputs.
Three modes,
same platform
On-premises
Customer VPC
Managed SaaS
Connectors you
won't have to build
Want an architecture walkthrough?
Share your current stack, source systems, and deployment constraints. We'll map the semantic layer, the first-wave agent pack, and the migration plan together.