Where We've Proven It

Three domains. One cross-industry engine.

The flywheel doesn't change — what it's grounded in, and what it learns, is configured per domain. SemanticIQ, our semantic data modeling engine, underpins all of them.

Manufacturing & Industrial DataOps

Operational intelligence for industrial data teams. OT/IT convergence, real-time KPI monitoring, anomaly detection, agent investigation, and operator validation — anchored to Microsoft Fabric and Eventhouse. The flywheel learns per plant, per asset, per shift pattern.

Pharma & BioPharma (GxP)

AI knowledge platform for pharma MES consulting and regulated manufacturing. MBR design, deviation management, GxP-compliant outputs. Architecturally designed for compliance with GxP, GAMP 5, and 21 CFR Part 11 from inception — not retrofitted, built for it.

Energy & Utilities

Grid and asset intelligence. Fabric-anchored, real-time event processing. Anomaly detection, asset health monitoring, and energy optimisation advisory.

SemanticIQ — Cross-Industry Data Modeling

Guided semantic layer creation on top of any lakehouse — table discovery, hierarchy mapping (site → area → line → equipment, or the equivalent for your domain), relationships, and business context, generated straight into production-ready Python for agents and analytics pipelines. Not a single-industry play — the same modeling engine underpins every domain we deploy into.

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