01
Limited and complex data
Industrial data is costly, sparse, noisy and constrained, making brute-force scaling insufficient.
Unified Data Intelligence
Statistics × AI for trustworthy next-generation intelligence
UDI integrates statistical modeling, causal inference, uncertainty quantification, optimization and foundation models to deliver explainable, verifiable and deployable AI systems for real-world industrial scenarios.
Statistical inference by design
Trustworthy vertical AI
Platform + project model
AI Agent Core
reason · act · verify
Data
Knowledge
Tools
Verify
Foundation model × domain knowledge × statistical verification
Industry Challenge
The next challenge for AI is trustworthy deployment
02
Explainability and verification
Decision scenarios require not only outputs, but also evidence, assumptions and confidence boundaries.
03
Hallucination risk
General models are powerful generators, yet professional domains need stability, traceability and reproducibility.
Statistics × AI
Recomposing AI from a statistical perspective
We embed statistical principles of samples, assumptions, causality, uncertainty and decision-making into the AI lifecycle.
Statistical Modeling
Understand variables, sampling mechanisms, constraints and observable bias through structured models.
Causal Inference
Move beyond correlation to evaluate interventions, experiments and decisions with evidence.
Uncertainty Quantification
Provide confidence intervals, risk boundaries and anomaly signals for model outputs.
Optimization
Convert predictions into executable strategies under real-world constraints.
Foundation Model Collaboration
Use LLMs for knowledge orchestration, interactive analysis, code generation and reporting.
AI Platforms
Platforms that turn expert judgment into reusable capability
Large-model agents for interaction and reasoning, grounded by statistical methods, knowledge and executable tools.
StatConsultAI
Statistical Consulting Agent Platform
An end-to-end intelligent workflow for requirement understanding, data diagnostics, method recommendation, code execution and report generation.
Method knowledge base
Workflow memory
Code execution engine
Automated reporting
StatIDE
Internal Modeling Agent Client
A customized statistical analysis workbench that connects code, data, diagnostics and reports for analysts.
Smart data profiling
Method recommendation
Automatic diagnostics
Project memory
Industry Agents
Three paths for industrial intelligence
Domain agents that call knowledge, tools and models around real operational tasks—not generic chatbots.
Materials Science
Integrated AI platforms for experiment design, property prediction and formulation optimization.
Knowledge retrievalExperiment designProperty predictionFormulation
Intelligent Operations
Predictive maintenance, anomaly detection and operational decision optimization for production lines.
Equipment knowledgeAnomaly detectionFailure warningMaintenance planning
Flexible Manufacturing
Reliable AI for SME-specific production scenarios with limited samples and strong constraints.
Order understandingAdaptive schedulingQuality inspectionMulti-agent coordination
News & Insights
News and technical notes
Company NewsJul 11—13, 2026
UDI at the 4th Joint Conference on Statistics and Data Science
From July 11 to 13, 2026, the UDI team attended the 4th Joint Conference on Statistics and Data Science and IMS China Biennial Meeting in Guiyang.
ReadTechnologyJul 2026
Why vertical industries need Statistics × AI
When scaling laws meet limited data and reliability requirements, statistics becomes a foundation for deployable AI.
ReadProductJul 2026
StatIDE: encoding statistical consulting expertise into the IDE
From data profiling to model diagnostics and reporting, StatIDE makes statistical analysis more standardized and reproducible.
ReadEvery AI judgment should withstand data and domain scrutiny
We welcome industrial partners, research teams and builders to explore the frontier of statistics and AI together.
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