Following the global success of DeepSeek, the deep reasoning and general agent frameworks represented by OpenAI Deep Research and Manus have once again ignited the tech circle, showcasing astonishing intelligent reasoning and execution capabilities.
However, in critical enterprise-level scenarios, the limitations of such general architectures are becoming increasingly apparent: insufficient internal information integration within enterprises limits the accuracy of complex problem analysis; reliance on a limited set of tools fails to meet the diverse needs of various scenarios; and an excessive pursuit of deep reasoning often results in lengthy decision chains, making it difficult to meet real-time response requirements. These challenges pose severe tests to the reliability, flexibility, and rapid response capabilities required for enterprise applications.
In response to the explosive market demand, YaoTu’s early investment portfolio ShuDian Technology has taken the lead in launching the enterprise-level Multi-Agent framework AskBot.
AskBot not only rapidly integrates vast industry knowledge and enterprise data but also accurately identifies and dissects users’ vague needs and professional questions. More importantly, AskBot has the capability to flexibly call various tools, automatically selecting the optimal tool combination based on business scenarios for tasks such as massive data queries, deep intelligent analysis, or real-time alert responses. Users can ask questions freely, and AskBot responds effortlessly.
With this “freedom of inquiry” characteristic, AskBot excels in both rapid responses to simple questions and in-depth reasoning for complex tasks, perfectly balancing speed and accuracy.
According to estimates, in the intelligent data analysis scenario of a leading central state-owned enterprise, AskBot achieves an accuracy rate of over 99% in data querying and realizes second-level responses, fully meeting modern enterprises’ high-performance demands for data-driven decision-making.
AskBot has four core advantages:
Multi-Agent System and Deep Knowledge Integration
Traditional RAG often suffers from insufficient internal information aggregation, while deep reasoning frameworks like Deep Research struggle to fully integrate with internal enterprise data. AskBot has significant advantages in the depth and integration of information in enterprise scenarios, capable of seamlessly connecting various data sources at zero cost, deeply integrating internal and external professional information, and dynamically adjusting strategies in reasoning through a “planning-feedback-replanning” path until user problems are accurately resolved.
Flexible Tool Integration and Efficient Parallel Execution
In contrast to the limitations often faced by general agent enterprise tools, AskBot comes equipped with over a hundred core data analysis tools and employs a Multi-Agent parallel scheduling strategy, allowing for the simultaneous invocation and execution of multiple tools. This greatly enhances task execution efficiency and information processing capabilities compared to workflow-style serial strategies, enabling faster and more accurate decision-making.
Adaptive Response and Intelligent Decision-Making
The recently popular deep reasoning models and frameworks have significantly improved problem-solving capabilities but often come with longer wait times. AskBot adopts an intelligent layered response strategy, flexibly adjusting processing methods for tasks of varying difficulty—providing second-level feedback for simple questions and automatically entering deep reasoning for complex issues, ensuring efficient handling of simple problems while accurately addressing complex challenges.
Beyond Querying, Comprehensive Intelligence
Traditional BI analysis tools often limit the capabilities of large models to data querying, while AskBot’s Multi-Agent system not only achieves BI-level precise analysis but also fully leverages the general reasoning and decision-making capabilities of large language models, making enterprise data analysis smarter and more efficient.
AskBot has been successfully deployed in multiple fields such as finance and energy, with customer feedback highlighting its excellent intelligence in critical business scenarios like intelligent data analysis and risk warning, significantly enhancing decision-making efficiency and business security, potentially becoming the initial form of AGI in the enterprise data domain.
ShuDian Technology adheres to the philosophy of technological innovation, committed to integrating cutting-edge AI technology into actual business scenarios. The launch of AskBot not only fills the gap in high-precision data decision-making and intelligent tool integration for enterprises but also builds a bridge for exploring enterprise AGI in the industry. In the future, ShuDian Technology will continue to delve into the field of enterprise AGI applications, providing strong technical support and innovative momentum for enterprises’ digital transformation.
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Start a new era of intelligent decision-making for enterprises
AI is a long-term key investment track for YaoTu Capital. The AI technology democratization brought by open-source models represented by DeepSeek will greatly promote the AI application ecosystem, including To B/To C software and hardware ecosystems, further amplifying investment opportunities on the application side.YaoTu Capital has comprehensively laid out the generative artificial intelligence GenAI field, includingSilicon-based Flow, Yanrong Technology, Sushit Technology, Future Speed Xprobe, MemVergeand other foundational software, as well as application layer projects includingYuanrong Qixing, ShuDian Technology, New Stone Age,Zheta Technology, Tianmu Technology, FutureBioand other projects,Birun Technology, Hanbo Semiconductor, Cloud Leopard Intelligence, Wangxun Technology, Credo (CRDO), NeuReality, Electric Science Star Trek, Xconn, Sailor Technology, DeYi Microelectronics, Advanced All-Formand other foundational hardware projects. (Read more)About ShuDian TechnologyFounded in 2022, ShuDian Technology is a leading provider of enterprise large model data intelligence technology and products in the industry, dedicated to creating enterprise proprietary large models and related intelligent application products driven by a data virtualization engine, assisting enterprises in digital upgrades and enhancing their intelligent decision-making capabilities.Currently, ShuDian Technology has built the data virtualization engine X-Engine and the enterprise intelligent agent building platform AskBot, and has successively launched generative intelligent analysis AskBI, generative intelligent knowledge base AskDoc, and other products to help enterprises integrate data assets, gain insights into business rules, and achieve intelligent decision-making.ShuDian Technology has a strong technical team, with core employees from globally renowned companies such as Alibaba, Tencent, Google, and Microsoft. The company has branches in Beijing, Shanghai, Shenzhen, Hangzhou, Chengdu, and Wuhan, widely serving clients in the financial sector, state-owned enterprises, and the new economy.
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