Digitalization & Agent Business

IPA & AI Agent Intelligent Brain

The digital glue between ERP/MES and OT equipment, transforming workflows from records to autonomous decisions.

Four Core Capabilities

Use agents to take over key business workflows with repeatable, auditable, and continuously optimized execution.

📚

Large-Model Knowledge Base (RAG)

Supports 100+ document formats with second-level responses for diagnostics, O&M Q&A, and compliance audit.

100+ format ingestion
🎯

Tendering Automation Agent

Runs 24/7 to screen opportunities, parse requirements, and draft bid materials automatically.

24/7 always-on operation
💼

Finance & Customs Agent

Second-level reconciliation and closed-loop customs workflows, reducing labor cost by 70% and improving efficiency by 500%.

70% / 500% improvement benchmark
🔗

Cross-System Orchestration Agent

Orchestrates ERP, MES, OA, and OT data flows with automatic task decomposition and coordinated execution.

Value: visible, controllable, traceable workflows

Workflow Takeover Matrix

Build an agent closed loop of perception, understanding, decision, execution, and review.

Perception & Understanding

Ingest data across ERP/MES/email/docs with structured semantic parsing.

  • Multi-source input: API/DB/files
  • Semantic modeling: entities & relations

Decision & Execution

Use rule engines and LLM agents to trigger approvals, generate documents, and write back to systems.

  • Automation nodes: approve/match/fill/push
  • System orchestration: ERP/finance/customs

Review & Optimization

Track end-to-end logs and continuously tune agent policies with KPI feedback.

  • Compliance: explainable and replayable
  • Continuous training of KB and rules

Digital Glue Architecture

Integration Layer

Unified access to ERP/MES/WMS/CRM/OA/email/files and OT interfaces.

Knowledge Hub

RAG indexing with industrial semantic graph for cross-source retrieval and reasoning.

Agent Orchestration

Multi-agent collaboration with rule-engine guardrails for stable execution.

Business Apps Layer

Tendering, finance, customs, O&M QA and dashboards for cross-team automation.

Typical Implementation Scenarios

Tendering War Room

Agents monitor opportunities, parse scoring rules and draft bid packages.

Value: faster response and higher win rate.

Finance Shared Center

Contract, invoice, logistics and customs data are auto-reconciled with anomaly alerts.

Value: second-level reconciliation and closed-loop process.

Industrial Knowledge Hub

Unified retrieval and QA across manuals, standards, fault cases, and SOPs.

Value: reduce expert dependence and shorten training time.

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Let Agents Truly Take Over Workflows

Get practical implementation paths and industry cases to connect business systems with operations.