Manufacturing
Manufacturing & Industrial.Decades of maintenance logs, finally searchable.
Fine-tune on equipment manuals, maintenance history, SOPs and shift handover notes to build assistants that answer plant-floor questions in your own terminology — deployable air-gapped, with no dependency on an external API.
- Air-Gapped Deployment
- On-Premise Available
- No data egress
- Self-hostTrain and run on your own hardware
- Air-gapFully offline deployment supported
- YoursModel weights, exportable
The problem
Institutional knowledge sits in PDFs, spreadsheets and the heads of engineers who are retiring. Generic models do not know your part numbers, and many plants cannot reach the public internet at all.
How Langtrain helps
Purpose-built for Manufacturing.
Tribal Knowledge Capture
Ingest work orders, fault codes and handover notes so the reasoning of retiring engineers survives their last shift.
Air-Gapped Deployment
Open-weights models run entirely inside the plant network. No outbound connectivity required, ever.
Your Part Numbers
Fine-tuned on your own BOMs and equipment registry, so internal designations resolve correctly instead of being guessed at.
Guided Troubleshooting
Walk a technician through a diagnostic tree grounded in the actual manual and the history of that specific asset.
Safety-Critical Boundaries
Hard refusals on lockout/tagout and permit-to-work procedures, routing to the controlled document rather than paraphrasing it.
Connects To Your Systems
Call the model from your maintenance software through the API, so answers can use the asset data you pass in.
Applications
What teams actually build.
- 01
Shift Handover Summaries
Turn a shift's worth of logs and alarms into a structured handover brief the incoming supervisor can read at a glance.
- 02
Fault Code Assistant
A technician enters an alarm code and gets the likely causes ranked by what actually fixed it on this asset historically.
- 03
SOP Question Answering
Answer procedural questions with a citation to the controlled document and revision number, so compliance is auditable.
- 04
Spare Parts Reasoning
Resolve "what is compatible with this pump" across supplier catalogues and your own approved-parts list.
Ready for Manufacturing?Start with your own data.
Talk to us, or start fine-tuning on the free plan.