Find why the line stopped. Agents that read your plant data and draft the fix.
Line 3 stopped unplanned again. Is it the same root cause and which assets are trending toward failure?
Pulling sensor history and the maintenance log for line 3 and the upstream assets.
- Pull vibration + temp 30 days, 6 assets
- Detect degradation signature, bearing wear
- Cross-check maintenance log, overdue PM
- Rank assets by risk, 3 at risk
- Wrote wo-5521.docx, 24 KB
- Wrote at-risk-assets.xlsx, 24 KB
Same root cause: bearing degradation on the Line 3 gearbox, vibration up 3x over 30 days, PM overdue. Two more assets trending the same way. Work order drafted with the parts list.
wo-5521.docxwork orderat-risk-assets.xlsx3 assetsSchedule the gearbox during the next planned downtime and reserve the parts.
Scheduled against the next planned window and drafted the parts reservation.
Line 3 unplanned stop
Same root cause: bearing degradation on the Line 3 gearbox, vibration up 3x over 30 days, PM overdue. Two more assets trending the same way. Work order drafted with the parts list.
Scheduled against the next planned window and drafted the parts reservation.
What was checked
Pull vibration + temp (30 days): 6 assets
Detect degradation signature: bearing wear
Cross-check maintenance log: overdue PM
Line 3 stopped unplanned again. Is it the same root cause and which assets are trending toward failure?
Pulling sensor history and the maintenance log for line 3 and the upstream assets.
- Pull vibration + temp 30 days, 6 assets
- Detect degradation signature, bearing wear
- Cross-check maintenance log, overdue PM
- Rank assets by risk, 3 at risk
- Wrote wo-5521.docx, 24 KB
- Wrote at-risk-assets.xlsx, 24 KB
Same root cause: bearing degradation on the Line 3 gearbox, vibration up 3x over 30 days, PM overdue. Two more assets trending the same way. Work order drafted with the parts list.
wo-5521.docxwork orderat-risk-assets.xlsx3 assetsSchedule the gearbox during the next planned downtime and reserve the parts.
Scheduled against the next planned window and drafted the parts reservation.
From the line to the loading dock. Pick your kind of operation.
Discrete manufacturing
Nonconformances written up, change orders routed with their impact, the line rebalanced.
- Manufacturing engineering
- Quality
- Production
| Name | Written by | For | Modified | Size |
|---|---|---|---|---|
| wo-5521.docx | ContextAgent | m. flores | 1h ago | 24 KB |
| at-risk-assets.xlsx | ContextAgent | m. flores | 2h ago | 24 KB |
| task.md | Context | m. flores | 1h ago | 3 KB |
| Name | For | Modified |
|---|---|---|
| wo-5521.docx | m. flores | 1h ago |
| at-risk-assets.xlsx | m. flores | 2h ago |
| task.md | m. flores | 1h ago |
A failing asset, start to finish. Ask, trace, draft the work order.
@Context Line 3 stopped unplanned again. Is it the same root cause and which assets are trending toward failure?
Schedule the gearbox during the next planned downtime and reserve the parts.
Scheduled against the next planned window and drafted the parts reservation.
@Context Line 3 stopped unplanned again. Is it the same root cause and which assets are trending toward failure?
Schedule the gearbox during the next planned downtime and reserve the parts.
Scheduled against the next planned window and drafted the parts reservation.
Agents that improve on your work. Same model for four months; the context grew.
Measured in production at Qualcomm. Read the case study
- Task pass rate, same model
- 23% → 98%
- Workflows in production
- 1,600
- Teams onboarded
- 85
Work agents run across the plant. From the floor to the close.
Production and maintenance
Quality and safety
Supply and planning
Agents read and draft. People act. What your OT security team asks first.
- The asker's accessAn agent opens only what the person who asked can open.
- Writes wait for a personSends and shared edits pause for an approval.
- Every action loggedAppend-only, exportable to your archive.
- Your cloudModel calls go only to endpoints you allow.
Amazon EKS
Azure AKS- On premises
- Air-gapped
On request:SOC 2ISO 27001Pen test reportCAIQTrust center
Questions from security and compliance reviews.
Can Context run inside our plant network?
Yes. On premises, it runs on hardware you operate, inside the perimeter your security team already defends.
Can an agent act on our equipment?
No. Agents read data and draft work orders, and anything they write waits for a person's approval.
Does it connect to our historian and MES?
Not out of the box. Load exports into Drive or register an MCP server for them. SAP, ServiceNow and Snowflake connect from the catalog.
Can we see why the agent flagged an asset?
Yes. The run keeps the data it read, the steps it took and the files it wrote, so the next shift can review the call.
Your workflow, running in your environment.
Bring a workflow your team runs today and watch it run on your data, with your permissions.