HAND AI Middleware provides enterprises with a flexible, efficient and scalable AI application foundation together with out-of-the-box AI applications. It empowers businesses to adopt business-AI integration with low barriers and high efficiency.

The AI Middleware is pre-integrated with many popular public and private large language models for seamless model connectivity. It comes with lightweight AI applications including a general chat assistant, enterprise knowledge assistant, ChatBI and AI function navigator, enabling rapid AI deployment and boosting employee productivity. With low-code Agent orchestration, enterprises can build business AI agents efficiently with minimal technical hurdles. These agents guide staff operations, drive and automate workflows and issue resolution, lowering barriers for business operations and handovers, and improving processing and circulation efficiency across enterprise applications.

Case Study: A Large Comprehensive Construction Industry Group

The group’s businesses span urban construction, advanced manufacturing, technology incubation, industrial finance and other diversified sectors. To strengthen data-driven capabilities, advance digital transformation and implement the strategy of full-lifecycle building services, both parties collaborated to build an AI intelligent decision-making platform.

The platform deeply integrates data from multiple systems including financial sharing, project management, supply chain and HR. It establishes a unified data middleware, covering seven core application scenarios: knowledge management, business performance analysis, capital control, project operation, risk early warning, industry benchmarking and automated report generation.

The project delivered remarkable results:A standardized, permission-controlled enterprise knowledge base was built to enable efficient retrieval and sharing of documents such as policies, project records, technical materials and reports, greatly improving internal collaboration efficiency.Natural language data query and ChatBI equip management teams with decision support including real-time analysis, automatic interpretation and attribution insights of business KPIs, enabling more scientific and efficient decision-making.

Dynamic analysis of payment collection and capital flow optimizes receivables management and cash flow planning. A robust early-warning system continuously improves capital turnover and utilization efficiency.Full-lifecycle visual project management supports accurate budget-to-actual comparison and proactive risk alerts, steadily lifting project execution and profitability.Enterprise-wide monitoring of counterparty risks provides real-time visibility into external business, legal and public-opinion information, enhancing partnership security and supply chain stability.Industry benchmarking and automated report generation offer reliable support for strategic planning, budget management and performance optimization.

The platform has fully driven the enterprise’s shift from experience-based management to data-driven decision-making. It achieved comprehensive improvements in management efficiency, risk prevention, operational benefits and core competitiveness, marking outstanding outcomes in digital transformation.