Data Model Construction
A Business Data Foundation for All Scenarios
Focusing on unstructured and semi-structured data in enterprise back-end and middle-office systems,we build a closed-loop modeling system that transforms "business datafication" into "data-drivenbusiness operations". We provide customized data model construction services for scenarios such ascustomer service, operations management, and compliance risk control, turning data into a core assetthat drives decision-making.
R&D & Engineering Path
Domain Incremental Pre‑training
Injects hundreds of millions of high‑quality business dialogues, work orders, knowledge documents, etc., for continuous domain pre‑training, significantly improving the model’s understanding of industry terminology, process logic, and compliance boundaries.
Reinforcement Learning from Human Feedback (RLHF)
Incorporates business experts’ preference annotations and operation trajectories to align model values and optimize policies, ensuring outputs meet enterprise standards and regulatory requirements.
Large‑Small Model Synergy
Large models handle intent understanding, content generation, and complex reasoning; small models (BERT, T5, etc.) handle high‑concurrency, low‑latency specific tasks – balancing performance and cost.
Safety Guardrail System
A three‑level guardrail (input filtering, output blocking, post‑generation review) for sensitive content filtering, compliance validation, and traceability.
Key Capabilities
Cross‑system data virtualization access
compatible with 200+ business systems and databases
Explainable hybrid modeling (rules + algorithms)
combining expert experience with data‑driven approaches
A/B testing and online learning loops for models
enabling weekly iterative optimization
Secure, compliant sandbox environment
protecting data privacy and model IP
Application Scenarios & Value
Customer 360 Profile
Integrate multi-channel customer data to build a panoramic customer view, driving precision marketing and personalized services.
Business Analytics & Decision
Multi-dimensional business metric system supporting self-service BI analytics and intelligent alerts for efficient management decision-making.
Intelligent Risk Management
Data-model-based risk identification and early warning system for real-time monitoring and proactive risk control.