Agent Applications
Business-oriented intelligent agents
Autonomous task planning, tool invocation and verification — bringing AI into real workflows

AI for material governance, analytics, knowledge services and data quality.
Data foundation, model memory, tools, skills and agents. Built in layers, delivered independently.
Business-oriented intelligent agents
Autonomous task planning, tool invocation and verification — bringing AI into real workflows
Reusable, registerable, composable capability packages
Anthropic-style Skills: declarative prompts + tools + state machines, with multi-agent collaboration
Unified access to data, systems and external capabilities
Model Context Protocol standardizes resource/tool interfaces and integrates with enterprise IT
Reasoning, retrieval and long-term memory
Private LLM inference + RAG + vector store + knowledge graph form the cognitive substrate for agents
MDM + data platform + standards + quality
Agents cannot run on dirty data — Youbai uses rigorous data governance as ground truth
↑ Upward: user intent → agent action
Agents decompose tasks, invoke skills and tools, query models and memory, and finally read/write enterprise data.
↓ Downward: trusted data → intelligent decisions
Data governance grounds facts; models and retrieval power cognition; skills and agents compose them into executable business behavior.
Deploy each capability independently or combine them into an AI data platform.
Accuracy
99%+
DataFix · AI Cleansing Engine
Fully automated AI cleansing for MRO material master data, transforming scattered procurement codes and descriptions into standardized, trusted, reusable data assets.
Deployment
On-premise
Data-AI · Private AI Analytics Assistant
Query enterprise data through natural language, combining local knowledge bases with large model inference to deliver a secure, controllable AI analytics assistant for executives.
Formats
All types
Knowledge Engineering · RAG Retrieval-Augmented Generation
Convert internal SOPs, manuals, standards, reports and expert experience into structured, searchable knowledge bases with AI-powered Q&A and traceable retrieval.
Reasoning
Multi-hop
Graph Engine · Relationship Analysis and Reasoning
Integrate equipment, materials, processes, organizations and suppliers into a queryable, reasoning-capable industrial knowledge graph for root cause analysis and connected decision-making.
Coverage
All data domains
AI Quality Engine · Automated Rule Discovery
Combine rule engines and AI models to automatically detect anomalies, score data quality and generate remediation suggestions, shifting quality management from reactive to proactive.
Data security
On-premise
Secure · On-Premise Inference · Domestic Model Support
For enterprises with strict data security requirements: local large model deployment supporting domestic GPUs and models, ensuring inference runs entirely within the enterprise environment.
AI capabilities can run on owned servers or private cloud. Data stays within the enterprise domain.
Inquire about private deploymentInference, Q&A and cleansing all run within the enterprise's own servers or private cloud. Source data, intermediate results and model weights are never uploaded to public cloud.
Compatible with ERNIE, Qianwen, GLM, LLaMA and other leading models, and supports domestic GPU inference environments and Xinchuang ecosystems.
Connects to enterprise ERP, MES, OA and data warehouses through standard APIs, database connectors and ETL pipelines — no need to rebuild the data environment.
Youbai has accumulated tens of millions of industrial training records covering materials, equipment, processes and business operations. Model accuracy improves continuously with real scenarios.
Built for energy, chemicals, coal, steel and equipment manufacturing.
Whether you need MDM, a data middle platform, asset inventory or AI for analytics and material governance, Youbai supports you from consulting through delivery.