Manufacturing and industrial plants
Manufacturing reliability AI for DataOps, predictive maintenance, and governed action.
TwinEdge helps manufacturing teams unify industrial data, detect degradation earlier, explain recommendations with physics and evidence, and hand approved work into AssetOps and field execution across production assets.
Problems this use case solves
Tag chaos across lines and vendors
Historians, PLCs, CMMS records, and spreadsheets rarely share one asset identity model.
Dashboards without work handoff
Reliability findings die in slides or chat instead of becoming planned work with parts and evidence.
Generic AI is not trusted on the floor
Plants need approvals, replay, source citations, and clear human responsibility.
Energy and compressed air waste
Inefficient compressors, pumps, and process loads raise cost without a maintenance response path.
Workflows teams run with TwinEdge
Industrial DataOps foundation
Contextualize OPC UA, MQTT, historians, and enterprise sources into AI-ready asset context.
Open DataOpsPredictive maintenance loop
Combine condition, models, and history into reviewed maintenance drafts.
Open predictive maintenanceGoverned industrial agents
Agents explain, draft, and wait for approval with evidence attached.
Open Agentic AnalyticsEdge for line-side resilience
Run collection and local inference close to equipment with TwinEdge OS.
Open TwinEdge OSRelated TwinEdge products
Frequently asked questions
Is TwinEdge a MES or SCADA product?
No. TwinEdge is an industrial operating layer for data context, twins, governed AI, maintenance, and evidence. It works with existing SCADA, MES, ERP, and CMMS systems.
Can TwinEdge support multi-line plants?
Yes. Start with one line or asset class, then expand shared DataOps models and AssetOps workflows across sites under the same platform.
How does TwinEdge keep AI safe for manufacturing?
Agents are recommendation-first and read-only by default, with dry-run, approval, audit, and replay controls before operational handoff.
Start with one site and one workflow
TwinEdge is designed for a narrow pilot: one source, one asset class, one governed recommendation or work loop.
Talk to TwinEdge