Industrial AI intelligent agent

Artificial intelligence is no longer just a chatbot for casual conversation, nor merely a copywriting assistant handling repetitive tasks, customer service robots, or digital avatar personas. Instead, it has evolved from a "tool" into a "workforce member"—a sophisticated "digital white-collar worker" equipped with capabilities such as autonomous perception, task planning, tool integration, process execution, and feedback-driven optimization. Increasingly, AI is taking full control of standardized, procedural, and even certain decision-making roles within businesses.

With breakthroughs and practical implementations of Agentic AI technology, the organizational structures of businesses are undergoing a profound transformation. Functions that once relied heavily on human-driven processes—such as sales, procurement, order processing, financial settlement, data analysis, customer service, and marketing—are now being replaced by AI agents equipped with memory, learning capabilities, and collaborative skills. These agents can work together seamlessly, integrate with existing systems, coordinate across departments, and even enable automated transactions and fulfillment directly with external customers, suppliers, and platforms. Together, they’re helping to build a new, highly efficient, autonomous, and ultra-low-latency enterprise operating model.

This marks a groundbreaking paradigm shift: companies are no longer merely collections of human resources, but instead evolving into new organizational units where "AI employees" and "human executives" coexist and co-govern. Meanwhile, managers' roles are also shifting—from overseeing "human organizations" to orchestrating "intelligent agents" and making strategic decisions.

BangQi Technology leverages AI as its driving force, industry expertise as its core, and an operating system as its foundation, focusing on the deep integration of multi-agent collaboration technologies with traditional manufacturing, supply chain systems, industrial parks, and government-led industry clusters. Built on our self-developed Unitrix Universe Island platform, we’ve created a network of AI-powered agent clusters tailored to specific industry scenarios. Through innovative solutions like "Unmanned Companies," "Unmanned Industry Chains," and "Unmanned Industry Clusters," we’re helping businesses seamlessly transition from "human-driven" operations to "agent-driven" models—unlocking transformative growth in the process. This comprehensive system not only slashes operational costs by over 90% for enterprises but also boosts overall industry-wide circulation efficiency by more than 1,300 times, enabling high-dimensional resource orchestration and intelligent collaboration across organizations, value chains, and geographic regions.

Currently, BangQi Technology has achieved large-scale implementation across multiple industry-leading scenarios, establishing a cutting-edge AI-powered circulation network that now covers 5 million product SKUs, 300,000 industrial enterprises, and boasts an impressive real-world industrial transaction volume of 60 billion yuan. Notable examples include the world-leading commerce and logistics platform "Huancheng," China's core home and building materials industry hub "Foshan Youmeng," and Malaysia's leading hardware and building materials cluster platform "RH." Looking ahead, BangQi Technology will continue to push the boundaries of its intelligent agent network, empowering more regions to achieve "intelligent industrial transformation" and driving the global industrial ecosystem toward a new era of smart, collaborative innovation.

Chip Layer: Strengthening the Computing Foundation for Smart Manufacturing

Unitrix's chip layer is primarily built on China's leading domestic AI chip platforms, including Ascend, Kunpeng, and Phytium, creating a "controllable, secure, and stable" underlying computing environment tailored for manufacturing scenarios. This ensures that enterprises can seamlessly deploy AI inference systems and edge-intelligent terminals at the production level—serving as an indispensable hardware foundation for the operation of smart factories.

Cloud Infrastructure: Enabling Agile Response for Production Lines and Data

Leveraging mainstream platforms such as Alibaba Cloud, Huawei Cloud, and China Telecom's Tianyi Cloud, we provide manufacturing enterprises with scalable computing resources, along with robust data access control and secure isolation capabilities—ensuring the efficient flow of critical business data across departments and systems. Particularly for large-scale manufacturing groups that operate multiple sites, production lines, and systems simultaneously, the cloud infrastructure serves as a vital foundation for unified orchestration and seamless, high-performance connectivity.

Large Model Layer: Driving Manufacturing Intelligence Toward "Autonomous Learning"

Manufacturing companies face numerous decision-making points throughout their production and operational processes—such as scheduling optimization, quality forecasting, procurement decisions, customer quoting, and after-sales recommendations. Unitrix integrates a variety of advanced AI models (including GPT, Wenxin Yiyan, Qwen, GLM, Kimi, and more) at the large-model layer, providing enterprises with cognitive capabilities ranging from text understanding and drawing recognition to data prediction, semantic question-answering, and actionable decision-making support. This empowers managers and frontline employees to tackle their tasks more efficiently.

Agent OS Layer: Building the "Nervous System" for Digital Employees

The agent operating system is the key enabler for manufacturing enterprises to build "digital employees." It addresses the limitations of traditional systems—such as the separation between humans and machines, and isolated "system silos"—by providing unified management and collaborative scheduling for various intelligent agents (e.g., order processing, procurement inquiries, warehouse logistics, and more). The operating system can automatically detect task nodes within business processes and intelligently assign them to the most suitable AI-powered agent, significantly reducing the need for manual intervention and lowering costs associated with system transitions.

Intelligent Agent Cluster Layer: Building All-Scenario AI Employees for Manufacturing Enterprises

In the daily operations of enterprises, there is a significant amount of repetitive, rule-based, yet time-consuming manual work—such as price inquiries and comparisons, reconciliation and accounting, quality inspection report consolidation, customer responses, and after-sales order tracking. At the top level, a "multi-role AI Employee System" has been deployed. These intelligent agents can operate 24/7, equipped with capabilities like multi-turn conversations, knowledge retention, and task feedback, effectively enabling manufacturing companies to build an AI workforce that incurs "zero labor-hour costs and can be scaled effortlessly."