DIGITAL REASONING THREAD.

We introduce a new architectural layer that transforms fragmented decisions into a structured, auditable reasoning asset across the industrial value chain.

PLM
MES
ERP
SAP
UNS
OPC UA
MQTT
Polarion
NX
Teamcenter
Digital Twin
CAE
Simulation
Process Planning
Requirements
Bill of Materials
Quality Control
Asset Management
PLM
MES
ERP
SAP
UNS
OPC UA
MQTT
Polarion
NX
Teamcenter
Digital Twin
CAE
Simulation
Process Planning
Requirements
Bill of Materials
Quality Control
Asset Management
Constraints
Compliance
Audit Trail
IoT Platform
Industry 4.0
Predictive Maintenance
SCADA
PLC
HMI
Asset Tracking
Work Instructions
Change Management
Document Control
Resource Planning
Production Scheduling
Quality Assurance
Workflow Automation
Constraints
Compliance
Audit Trail
IoT Platform
Industry 4.0
Predictive Maintenance
SCADA
PLC
HMI
Asset Tracking
Work Instructions
Change Management
Document Control
Resource Planning
Production Scheduling
Quality Assurance
Workflow Automation

Startup landscape

Industrial AI today spans seven layers — from sensing and edge intelligence up to governance and explainability. We mapped 30+ companies across this stack. The landscape shows who plays where, who bridges layers, and where the critical gap remains: no one yet owns industrial reasoning as a first-class, vertical thread.

Frequently Asked Questions