Solution
Industrial equipment
Preserve configuration, service history, and expert judgment for complex equipment where the wrong acceptance criteria can damage assets or delay production.
People involved
- Equipment engineers
- Reliability engineers
- Maintenance leads
- OEM liaisons
Operational problem
Equipment truth is split between OEM manuals, plant-controlled drawings, service reports, and senior technicians who remember what actually worked.
Information sources
- OEM manuals
- Plant-controlled drawings
- Service reports
- Vibration and inspection records
- Expert notes
Common failure modes
- OEM manual treated as tighter than plant drawing when the reverse is true
- Service history not linked to current configuration
- Recurring failure pattern only in one technician’s head
Representative questions
- What is the controlling alignment tolerance for this train?
- What unresolved issues remain from the last service visit?
- Why was an alternate component specification rejected?
Authority and revision requirements
- Plant drawing vs OEM precedence
- Site-specific exceptions
- Service event currency
Experiential knowledge
- Recurring failure pattern recognition
- Preferred parts and shim practices
Evidence required
- Approved drawings
- FSRs
- Decision memos
Human approval boundaries
- Repair go/no-go and safety releases remain human decisions
Expected qualitative value
Equipment knowledge remains inspectable when people rotate; conflicts between OEM and plant standards become visible.
Current availability
Demonstrated with synthetic industrial corpus. Design-partner equipment scopes under development.