Futong iCore™ DataFab: Unlocking the True Value of Enterprise Data in the AI Era
Amid the rapid wave of AI-driven transformation, enterprises are experiencing an unprecedented surge in data generation. Massive volumes of structured and unstructured data continue to accumulate, accelerating the deployment of AI scenarios such as intelligent customer service, automated analytics, and decision support—aimed at moving AI from the “demonstration layer” into the core of business operations.
However, in real-world implementation, data has become one of the most critical bottlenecks limiting AI adoption. Enterprises commonly face three fundamental challenges:
Data value is difficult to unlock: Years of accumulated business data cannot be directly transformed into knowledge assets usable for AI training and inference.
Insufficient AI accuracy: Despite investments in large models and GPU resources, outputs often fail to meet expectations, with hallucinations occurring frequently.
Lagging data timeliness: While markets and business demands change rapidly, data updates still follow weekly or even slower cycles.
Models can be replicated, and scenarios can be referenced—but data is the true decisive factor in enterprise AI success. As the data capability engine of the Futong iCore™ Enterprise AI Agent Platform, Futong iCore™ DataFab focuses on core enterprise data challenges, connecting data governance and intelligent applications end to end. It helps enterprises build future-oriented AI Data Ready infrastructure and drives AI capabilities deep into real business scenarios.
Unlocking Enterprise Data Value with End-to-End AI Data Ready Capabilities
Futong iCore™ DataFab addresses the full lifecycle of enterprise data governance, delivering an efficient, precise, and secure data foundation that enables enterprises to build sustainable AI Data Ready competitiveness.
01 High-Speed Data Processing
Futong iCore™ DataFab delivers industry-leading data processing performance, supporting efficient handling of multi-source public and private data.
Private domain data processing can reach up to 50,000 records per hour, with deployment as fast as T+6 hours.
Public domain data processing reaches 10,000 records per hour, enabling production use within T+1 day.
This significantly shortens the cycle from data ingestion to AI application.
02 Industry-Leading Model Accuracy
When enterprise data processed by Futong iCore™ DataFab is connected to AI models, initial accuracy exceeds 50%. After proprietary fine-tuning with Futong’s private datasets, model accuracy can be elevated to 85%–95%, substantially reducing AI hallucinations and significantly improving model understanding of industry semantics and complex business logic.
03 Multi-Dimensional Knowledge Construction
By integrating advanced technologies such as MCP, Text2SQL, RAG, and GraphRAG, the platform enables efficient extraction, semantic modeling, and knowledge graph construction across both structured and unstructured data. This provides accurate and traceable knowledge support for enterprise AI use cases including Q&A, search, and analytical reasoning.
04 End-to-End Data Value Extraction
Futong iCore™ DataFab connects the entire pipeline—from multi-source data ingestion and intelligent governance to knowledge construction, model training, and AI application deployment—delivering a one-stop closed-loop transformation from enterprise data to AI capabilities and truly enabling data-driven business intelligence upgrades.
Three-Layer Architecture Powering the Data-to-AI Value Loop
As the data and model “production engine” of the Futong iCore™ Enterprise AI Agent Platform, Futong iCore™ DataFab adopts a clear three-layer architecture that supports the full path from foundational governance to upper-layer services:
01 Data Foundation Layer
This layer supports unified ingestion of structured and unstructured data across public and private domains. Through mechanisms such as pre-labeling and standardization, it ensures high data quality and processing efficiency at the source.
02 Knowledge Engine Layer
Serving as the core processing hub, this layer focuses on efficiently transforming raw data into structured knowledge usable for AI model training and inference. By integrating multiple knowledge construction techniques and supporting model fine-tuning, it establishes a closed-loop system of “Data – Knowledge – Models,” enhancing model generalization and industry adaptability.
03 Model Service Layer
This layer continuously delivers high-quality model and knowledge services to the Futong iCore™ AI agent management platform. Through standardized APIs, it provides stable inference capabilities with 85%–95% accuracy, along with completed knowledge bases and graph assets—enabling seamless conversion of data value into diverse AI agent applications.
Strengthening the Data Foundation to Accelerate AI Scenario Deployment
Leveraging extensive industry experience, Futong iCore™ DataFab works in synergy with the AI agent platform to empower AI applications across key sectors such as healthcare, automotive, government services, finance, and legal services.
In the automotive industry, customers leverage the DataFab capabilities integrated within the Futong iCore™ Voice of Customer (VoC) AI Agent to efficiently aggregate and analyze user feedback from multiple channels. As a result:
Data processing time was reduced from 7 days to 6 hours
Model accuracy improved from 70% to 92%
This significantly enhanced decision-making speed and responsiveness, enabling enterprises to rapidly optimize products and services in complex market environments.
In smart healthcare scenarios, customers utilize Futong iCore™ DataFab to perform intelligent cleansing and secure governance of multi-source heterogeneous medical data, substantially improving data quality and privacy protection. At the same time, disease-specific knowledge bases and medical knowledge graphs built on the platform—combined with model fine-tuning and precise inference—enable closed-loop optimization of intelligent consultation, clinical decision support, and personalized treatment. Through the Futong iCore™ Healthcare AI Agent Platform, enterprises achieve highly accurate and efficient business enablement, dramatically improving the utilization of medical data assets.
