Use case · Maintenance, engineering and operations teams
Turn dense manuals into field-ready answers technicians can verify.
RAG.INS retrieves the right procedure, warning or specification from the approved manual set without making technicians search page by page.
The operating challenge
Manuals are long, equipment-specific and often stored in several revisions. Under time pressure, teams rely on memory, informal messages or whichever PDF appears first.
How the product fits
Organise manuals by asset and revision, preserve tables and warnings, and deliver concise procedural answers with the original page attached.
How the workflow runs
- 1
Ingest OEM manuals, service bulletins and internal procedures.
- 2
Tag each source by asset, model, revision and operating context.
- 3
Ask a fault, maintenance or specification question on site.
- 4
Follow the cited procedure and escalate exceptions to an expert.
Operational outcomes
- Less time searching technical documentation
- More consistent maintenance execution
- Faster onboarding for new technicians
Information and systems used
- OEM manuals
- Service bulletins
- SOPs and checklists
- Equipment specifications
Enterprise controls built in
The use case inherits the same deployment, permission and audit model as the product.
- Every answer is grounded in approved material and carries its source and page.
- Knowledge channels and server-side roles limit what each user may retrieve.
- Cloud, on-premises and hybrid deployment support residency and isolation requirements.
See this use case on your own process and data.
We will scope the workflow, sources, controls and success measure before proposing a pilot.
Book a 30-minute tailored demo