AI Empower Labs · Architecture

AEL Studio + Ontology Runtime + Customer Stack

The semantic layer that sits between the customer's existing systems and AEL's AI mesh. All audit-logged, runs in the customer's own environment (on-prem or EU region).

USERS & INTERFACES AEL STUDIO — AI MESH + ONTOLOGY RUNTIME (CUSTOMER ENVIRONMENT) CUSTOMER SYSTEMS — ON-PREM / EU-REGION Operator Custom HTML form Quality Manager QA dashboard Planner Planner dashboard AI agent (chat) LibreChat / MCP Auditor / CFO Audit views LibreChat + Flowise Agent-orchestration Model-agnostic MCP Tool-Server Auto-generated from ontology schema Ontology Runtime (.NET 10 + LinkML) Objects · Links · 5 Actions · ACL · ClickHouse + Langfuse audit GraphQL/HotChocolate · Auto-MCP · Hot-reload (additiv) Production_Run · Quality_Test · Deviation · Work_Order · Shift Temporal Approval · Undo · Workflow Deferred — sync in MVP PostgreSQL HA Object instances Qdrant Vector / RAG ClickHouse Audit-events Langfuse LLM-trace · Eval OpenTelemetry + Aspire Dashboard PI / AVEVA Process historian (read · subscribe) LIMS Lab data (read · subscribe) MES / SCADA Real-time · OPC UA (read · subscribe) ERP SAP / Monitor / IFS / M3 (read · WRITEBACK) Identity / IAM Entra ID / Okta (SSO · ACL) EU SOVEREIGNTY BOUNDARY · GDPR · CSRD · EU AI ACT · ISO 27001