MachineSquad
Engineering Data Specialists

Bridging 3D Models and Information Management

Specialist consulting and software for EPCs, operators, and asset owners in energy and capital projects. We close the gap between 3D model data and the information management layer.

The Problem

The Gap Nobody Owns

The connection between 3D model data and the information management layer is where data quality consistently breaks down. The two disciplines evolved separately, with different tools, different schemas, and no shared ownership of the space between them. That gap is where the problems live.

This disconnect produces tag data that can't be queried, attribute mismatches between models and downstream systems, and brownfield assets where documentation and reality no longer agree.

20+ yearshands-on project experience
Founded 2017nearly a decade as a specialist
CFIHOS · ISO 15926 · ISO 19650standards alignment

Product

SkyFrame

Our engineering data warehouse — a single structured, queryable source of truth connecting 3D model data, tag registers, P&IDs, and the IM layer.

Learn More
// SkyFrame pipeline
Ingest3D models, P&IDs, tag registers, engineering docs
StructureNormalise, tag, cross-reference (CFIHOS)
QueryBy your team, your tools, or your AI systems

Ready to fix your engineering data?

Whether it's a brownfield reconciliation, 3D model integration, or data migration — let's talk.

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