Tencent releases "Research Report on the Industrial Implementation of Enterprise-Level Intelligent Agents" (PDF file)

Enterprise LevelintelligentbodyThe "Industry Implementation Research Report" is a joint report by Tencent Cloud, Tencent Research Institute, and Gartner, a leading international research institution. The report delves into enterprise-level applications.intelligentbodyThe industrial implementation status was introduced.intelligentbodyThe transformation from "auxiliary tools" to "autonomous productivity" is explained in detail.intelligentbodyDefinition, form, and capability levels. The report is presented through "intelligentbody"Scene Compass" and "Top 100 Scenes" OverviewintelligentbodyThe current application status in various industries was analyzed.intelligentbodyThe report addresses the technical challenges of implementation, such as training and push costs, model performance, and security, and proposes corresponding solutions. It also showcases pioneering best practices across multiple industries, providing insights for the future.intelligentbodyTo look ahead to development trends, and emphasizeintelligentbodyIn promoting enterprisesintelligentIt plays an important role in the transformation of the economy.

Get theEnterprise levelintelligentbodyIndustry Implementation Research ReportOriginal PDF report file. Scan the QR code to follow and reply: 20250929

The report points out that,artificialintelligentIt is reaching a significant turning point, shifting from an "auxiliary tool" to an "autonomous productive force".intelligentbody(AI AgentAs the core of change, it can autonomously understand goals, plan paths, utilize tools, and interact with the physical or digital world. Future business operators will be able to express strategic goals through natural language.intelligentbodyThese "virtual teams" autonomously collaborate to complete tasks such as market analysis, advertising, and data analysis. This transformation will reshape the boundaries of human-machine collaboration and drive a revolution in productivity.

• Definition and Form
  • narrow senseintelligentbodyIt emphasizes autonomous learning and optimization, possessing the ability to invoke native tools and execute tasks in a closed loop. Its core features include autonomous planning and feedback adjustment, enabling it to complete tasks without continuous human intervention.
  • Broadly speakingintelligentbodysystemMore inclusive, relying on preset rules, and achieving tasks through workflows and tool collaboration. Its core feature is executing predefined tasks and relying on prompts (…).PromptMake decisions.
  • Capability definition and classification
    • Core Requirements:intelligentbodyThey need to be "capable of doing the work, implementing the tasks, and being able to put them into practice," and the definition and classification of their capabilities must rely on a verifiable evaluation system.
    • Evaluation systemThe evaluation process is divided into three parts: basic model capability testing, general task testing, and domain-specific end-to-end task testing. Evaluation methods include final output evaluation, intermediate process evaluation, and relative evaluation.
    • Capability LevelThe hierarchy ranges from L1 (Basic Response and Process Execution) to L5 (Organization and Leadership). Each level corresponds to different task execution methods and technical points. For example, L1 mainly relies on knowledge base Q&A and workflow, while L3 begins to have autonomous planning and optimization capabilities.

    intelligentbodyScene Review

    • intelligentbodyScene CompassThe report proposes that "intelligentbodyThe "Scenario Compass" divides the space into four quadrants using two axes (task complexity and autonomous planning dependency):High efficiencyAssistant, Executive Expert, Decision Expert, and All-Round Expert. Each quadrant represents a different type of expert.intelligentbodyApplication scenarios and maturity levels range from proof-of-concept to stable availability.
    • intelligentbodyTop 100 ScenesThe report analyzed over a hundred cases across 14 industries, including finance, retail, culture and tourism, education, and healthcare.intelligentbodyApplication scenarios provide businesses with intuitive references. Scenario coverage ranges from...SimpleTaskautomaticIts application has expanded to complex project management.

    intelligentbodyTechnical/Product Solution Analysis

    • Technical challenges
      • Training and promotion costs:Large ModelThe training and inference processes demand extremely high resources, resulting in persistently high costs. The "tidal effect" of workloads makes traditional static computing deployment models unsuitable, further exacerbating resource waste and cost issues.
      • Model performanceGeneralLarge ModelThey have limitations when dealing with expertise in specific fields, are prone to "illusion" problems, and may make incorrect decisions and engage in dangerous behaviors in scenarios that require autonomous task execution.
      • Safety protection:intelligentbodyThe application introduces new security risks, such asPrompt wordsInjection, sensitive information leakage, and improper API calls.intelligentbodyThe massive amounts of sensitive data processed and stored face risks of data misuse, privacy breaches, and regulatory non-compliance.
      • Data governanceInternal enterprise data generally suffers from inconsistent quality, non-standard formats, missing information, and logical conflicts, forming "data silos" that are difficult to break down. This leads to...intelligentbodyConflicts arise when integrating data from different departments, affecting the accuracy of the policies.
      • Business process coupling:intelligentbodyIt needs to be deeply integrated with the enterprise's existing complex systems, but there are many obstacles to the technical coupling between old systems and the process coupling of human-machine collaboration.
      • Solution
        • Tencent CloudintelligentbodyStrategic panoramaTencent CloudintelligentbodyStrategic panorama integrationintelligentbodyApplications, development platforms, and infrastructure provide end-to-end solutions to help enterprises.High efficiencyBuild and optimizeintelligentbodySystem, drivingintelligentTransformation.
        • Tencent Cloud Product SolutionsSpecific technical optimizations focus on key areas such as communication, scheduling, modeling, security, data governance, and knowledge analysis, using advanced technological means to improve...intelligentbodyPerformance and reliability provide support for the implementation of enterprise applications.

        intelligentbodypioneering practices

        The report cites pioneering practice cases from multiple industries, showcasing...intelligentbodyThe effectiveness of its application in actual business operations:

        • Culture and TourismHuazhu Group has created a 24/7 "all-around hotel butler" to enhance the customer service experience.
        • MedicalMindray x Tencent Cloud "Qiyuan"Large ModelReshape the paradigm of critical care diagnosis and treatment, and improve medical efficiency.
        • travelFAW ToyotaLarge ModelCreating expert-level automotive servicesintelligentCustomer service, optimizing user experience.
        • retailYili Group usedintelligentbodyCreateintelligentA new shopping guide experience activates new momentum for omnichannel marketing.
        • financeDongwu Life InsuranceintelligentbodyTechnology Enables Full-Cycle Insurance Service SystemintelligentUpgrading.
        • internetTongcheng DeepTripintelligentFor assistantsAIRedefining the travel experience.
        • educateExam TreasureAILarge ModelUnlock a new paradigm for precision learning.
        • Government AffairsHandan Housing Provident Fund pioneered the "chat and process" digital counter nationwide, reshaping the housing provident fund service experience.
        • manufactureYunda Energy Technology GroupintelligentbodyTechnology enhances the efficiency of wind power equipment manufacturing and delivery.
        • energyWuhuan Group usesAIReshaping engineering management to empower new productivity.
        • estateCountry Garden Services creates a "one-stop shop" service.AICustomer service robots empower employees to significantly improve efficiency.
        • logisticsDHL usesintelligentbodyReconstructing cross-borderintelligentCustomer service has achieved a dual improvement in efficiency and compliance.
        • gameGiant Interactive's "Space Kill" game introducesAIintelligentbodyInnovative gameplay.
        • mental healthTencent Cloud helps Xinyan Group buildAIEmotional companionship services.
        • lawDeli TechnologyAILegal assistants are reshaping a new paradigm for corporate legal services.

        intelligentbodyDevelopment Outlook

        The report predictsintelligentbodyThis will shift from single, static applications to dynamic, ubiquitous, and embodied new forms, driving a paradigm shift in society and business:

        • intelligentCollaborationFrom individual combat to group combatintelligentTo achieve multipleintelligentbodyCollaboration and cross-organizationintelligentbodyCollaboration.
        • Perception and Reasoning:passMultimodalModels and world models enable more advanced reasoning and an intrinsic understanding of the world.
        • Execution and Application:intelligentbodyIts ubiquity and embodiment extend capabilities into the physical world and integrate them into various hardware terminals.

        intelligentbodyEvolving from a "supporting tool" to an "autonomous productive force," it will profoundly impact enterprise operations, organizational structures, and even social structures. Tencent Cloud helps enterprises advance in a phased and sustainable manner by building a full-stack capability from the technological foundation to industry applications.intelligentbodyConstruction will move from "pilot verification" to "ecological integration".intelligentTransformation.

        Get theEnterprise levelintelligentbodyIndustry Implementation Research ReportOriginal PDF report file. Scan the QR code to follow and reply: 20250929

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