TECHNICAL
Technical Architecture
A modular, enterprise-grade architecture designed for scale, security, and flexibility.
Data Layer
Ingest, normalize, and unify all your operational data sources into a single accessible layer.
SCADA & IoT sensors
Historian / time series
SQL databases
LAS files
Data streams
Documents & manuals
Intelligence Layer
Foundation models, custom ML, and a semantic knowledge graph that connects your data into a unified understanding.
Foundation models (LLMs)
Custom ML models
Knowledge graph
RAG pipeline
Embeddings engine
Domain ontologies
Agent Layer
Specialized AI agents orchestrated via MCP, executing tools and collaborating to solve complex operational problems.
Specialized agents
MCP protocol
Tool execution
Multi-agent orchestration
Experience Layer
Natural language chat, interactive visualizations, and API endpoints for seamless integration.
Chat interface
Visualizations
Dashboards
API endpoints
Enterprise Capabilities
Multi-tenant isolation
SOC 2 compliance
Role-based access control
Full audit trails
Flexible deployment (cloud/on-prem)
Agent versioning
Observability & monitoring
99.9% SLA