MUR AI Engineering — Engineering that understands change.
ENDEHR
BROWNFIELD I&C ENGINEERING

Control engineering changes in existing plants.

Brownfield projects rarely start with clean, synchronized engineering data. MUR helps teams understand what an approved change affects, what must be updated, and how the resulting engineering deliverables can be regenerated and validated in a controlled workflow.

THE BROWNFIELD CHALLENGE

Existing plants contain engineering history, not just current data.

Legacy plants may contain decades of revisions, vendor substitutions, field modifications, redlines, incomplete document updates and parallel data sources. A seemingly simple change can therefore propagate through multiple engineering disciplines and document types.

The critical question is not only “what should we design?” but also “what existing engineering information is no longer valid because of this change?”

MUR WORKFLOW

Turn a brownfield modification into a controlled engineering change.

1Establish Baseline

Capture the relevant existing project state without inventing missing facts.

2Capture Engineering Change

Record the approved before/after modification and its reason.

3Analyze Impact

Trace dependencies across instruments, signals, drawings, I/O, wiring and quantities.

4Regenerate Affected Deliverables

Update only the engineering outputs that require action.

5Validate New Revision

Confirm consistency and retain a traceable revision history.

EXAMPLE

A control valve is replaced in an existing plant.

The field change may be physically small, but engineering consequences can span instrument data, signal definitions, wiring, junction-box terminals, I/O assignments, loop drawings, hook-ups and material quantities.

EXISTING STATELegacy valve configurationExisting drawings and I/O references
APPROVED CHANGENew valve / positioner configurationNew engineering facts and dependencies

Typical impact areas

  • Instrument dataREVIEW / UPDATE
  • I/O assignmentRECHECK
  • Wiring & terminalsRECHECK
  • Loop drawingUPDATE REQUIRED
  • Hook-up drawingUPDATE REQUIRED
  • Unaffected scopeNO CHANGE
NO INVENTED PROJECT FACTS

Unknown data should remain unknown until it is resolved.

Brownfield automation is dangerous if a system silently fills gaps with plausible values. MUR separates known project facts, unresolved data and AI-assisted suggestions. Controlled engineering data is committed only through the defined change and validation workflow.

WHERE AI HELPS

Use AI for interpretation and assistance — not as the project truth.

AI can assist with document interpretation, mapping legacy information, extracting candidate values and preparing engineering changes. The controlled project model, approved changes and deterministic generators remain the basis for released engineering deliverables.

Legacy data ingestion
Assist with mapping older project information into structured objects.
Change intelligence
Identify likely downstream consequences across connected engineering objects.
Controlled output
Generate deliverables from validated project data and approved typicals.
TRACEABILITY

Preserve the engineering story of every modification.

Existing Baseline
Approved Change
New Project Revision
Impact Analysis
Updated Deliverables
Final Validation

Brownfield engineering is not only about creating new documents. It is about knowing which existing engineering information can still be trusted.

STANDARDS & COMPLIANCE

Standards-aware and GxP-capable by design.

MUR can support structured engineering workflows aligned with ISA-88 / ISA-95 and project controls relevant to IEC 61511, IEC 61508 and IEC 62443 where applicable.

For regulated environments, RBAC, segregation of duties, audit trails, electronic signatures and immutable revision evidence can support GxP/GMP workflows and Part 11 / Annex 11 design expectations.

GxP-capable by design does not replace project-specific validation or qualification.

MUR PILOT

Test MUR on one real brownfield change.

Provide one existing project baseline and one approved engineering modification. MUR maps the downstream impact and demonstrates a controlled update and validation workflow.

Request a pilot