Product family

Two products, from one tool to the whole enterprise.

A Local Industrial Agent in the workshop, and an Industrial Agent Plus at enterprise level — putting the judgement of resident engineers and domain experts everywhere it is needed.

01 · EDGE · On equipment

Local Industrial Agent

A lightweight AI agent deployed on an edge gateway or industrial PC that makes each vacuum / semiconductor tool able to speak, reason, coordinate and optimize its process — and optionally never connect to the internet.

Air-gapped option

Data can be physically isolated, meeting the security and compliance requirements of semiconductor, research and industrial customers.

Pre-loaded knowledge

Ships with equipment manuals, an error-code library, maintenance records and process fundamentals already embedded.

Task-driven

Covers fault diagnosis, operator guidance, predictive maintenance, process parameter optimization and multi-device coordination.

Positioning. It behaves like a device-and-process specialist who never resigns and is on duty 24/7.
02 · CLOUD · Enterprise agent factory

Industrial Agent Plus

Train an industry super-expert on your own private knowledge base. Serve customers on the outside; give engineers an assistant that never forgets on the inside.

Private knowledge base

Your know-how stays yours. Training is grounded in customer-owned material.

Dual mode

Outward-facing for customer service; inward-facing to empower engineers.

Continuous training

Online training with versioned rollout and explainable call chains.

Also in the family

Vacuum AI

Full-lifecycle enablement for vacuum pumps — selection, procurement and maintenance. Built-in operating-condition surfaces and pump parameters auto-match the optimal configuration.

Measured on a Tier-1 OEM: selection cycle 3 days → 10 minutes, 98% recommendation accuracy.

Smart Eye (Lingmou Zhishou)

Quotation generation for equipment sales — AI-assisted form filling, product line items, tax and terms, exported to PDF or Word.

Architecture

Hybrid edge + cloud, layered by data sensitivity.

Sensitive process data stays inside the plant; general capability is continuously trained in the cloud and pushed to edge nodes on demand.

L4
Application layer
Interaction surface for engineers and on-site operators.
fault diagnosispredictive maintenanceprocess tuningmulti-device coordination
L3
Agent layer · Reasoning
LLM reasoning, tool calling and multi-agent orchestration.
PlannerRAG retrieverTool routerCritic
L2
Platform layer · Hybrid
Edge inference synchronized with cloud training.
Edge runtimeKnowledge syncModel registryAudit log
L1
Data layer · Connectivity
Industrial protocol access and data normalization.
OPC UAModbusSECS/GEMMQTT

Training material

Agents are grounded in process manuals, fault trees, experiment data and proprietary algorithms, with continuous training, versioned rollout and inspectable call chains.

See it on your own equipment.

A 45-minute technical call with an engineer — we'll evaluate your scenario and tell you plainly whether an agent pays off.

Request a demo →