ENGINEERING KNOWLEDGE, ENGINEERED

Turn fragmented engineering documents into trusted engineering knowledge

Engineering Fabric is a knowledge platform for industrial assets. It weighs your drawings, datasheets, inspections and maintenance records as evidence, and reasons over them to construct governed, explainable engineering truth.

The core idea

Evidence becomes context. Context becomes knowledge.

Every drawing, datasheet, and inspection is one voice in a larger conversation about what's actually true of your plant. Fabric is how that conversation gets reasoned into a trusted answer.

Architectural and engineering blueprints spread across a surface
01

Evidence

Drawings, datasheets, inspection reports, and maintenance history, each one a fragment, a single honest angle on the asset.

Interconnected industrial piping inside a plant
02

Context

Fabric connects every fragment to the physical, functional, and standards-based relationships that give it meaning.

A room of monitors displaying validated engineering data
03

Knowledge

Weighed, reconciled, and validated, evidence becomes one governed, explainable record of engineering truth.

The problem

Your engineering truth is scattered across five kinds of fragmentation

Decades of EDMS, GIS, CMMS, ERP and historian systems have left engineering organizations with an archipelago of documents that rarely speak to one another.

01

Physical

Scattered across drives, vaults, and vendor portals.

02

Organizational

Every department keeps its own "authoritative" copy.

03

Technical

Disciplines run on platforms that don't talk to each other.

04

Temporal

Field changes outpace the official record.

05

Semantic

Different naming conventions describe the same asset.

How it works

From evidence to engineering intelligence

Engineering Fabric doesn't replace your systems of record. It builds a governed knowledge layer above them.

1

Ingest evidence

Drawings, datasheets, inspections, maintenance history, and field observations, wherever they live today.

2

Build context

Connect every fragment through physical, functional, and standards-based relationships.

3

Weigh the evidence

Reconcile conflicting sources and assign confidence to every conclusion.

4

Govern the truth

Engineers validate, approve, and maintain full traceability, always in the loop.

The platform

Built around how engineering knowledge actually works

Persistent engineering identity

Assets, not documents, get the permanent identity. Every drawing, datasheet, and report becomes evidence attached to the pump, valve, or line that survives revisions and system migrations.

Asset-centricVersion-proof

Explainable engineering intelligence

Every conclusion answers four questions: what was concluded, what evidence supports it, which principles applied, and who validated it.

TraceableAuditable

Confidence-scored engineering truth

No single document is truth. Fabric weighs source reliability, standards, revision history, and human validation to score confidence on every claim.

Evidence-weightedStandards-driven

Human-governed, AI-accelerated

AI contributes speed and pattern recognition. Engineers retain accountability, validating conclusions and governing what counts as engineering truth.

Human-in-the-loopGoverned

"Engineering Fabric is not a document repository. It is a system for constructing, preserving, and governing engineering knowledge."

From Engineering Fabric: A Framework for Engineering Knowledge and Evidence

Stop managing documents. Start reasoning about engineering.

See how Engineering Fabric turns your existing systems into one governed source of engineering truth.

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