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中国AI老师智能体技术评估，2025

Hongyu Cheng — Thu, 20 Nov 2025 05:00:00 GMT

本报告对中国AI老师智能体及教学场景解决方案技术供应商展开系统技术评估，核心聚焦厂商在业务适配能力、技术研发实力、功能落地效果、服务支撑水平四大领域的综合表现。研究通过厂商访谈、产品实测、用户调研（覆盖学校、教师、学生及教育机构）等多维度手段，结合教育测量学原理与AI技术评估标准，全面呈现当前AI老师智能体的技术成熟度、场景渗透特征及市场竞争格局，同时探讨行业发展痛点、未来演进趋势，并为技术供应商提供战略方向建议，助力市场参与者清晰把握行业机遇与挑战，推动AI技术与教育场景的深度融合。

“自2023年生成式AI技术爆发以来，AI老师智能体已从技术概念快速落地为教育场景的核心赋能工具，其通过多模态感知、任务规划、工具调用、动态记忆构建的‘感知-决策-执行-迭代’闭环机制，正推动教育从‘规模化覆盖’向‘精准化供给’转型，部分实践已验证其在提升学习效率、缓解师资不均方面的显著价值。当前，政策支持与需求升级为行业提供了强劲动力，但数据安全、算法公平、技术与教学脱节等挑战仍需突破。未来，只有坚守‘技术服务教育本质’的原则，在差异化技术研发、生态协同与合规伦理间找到平衡，才能真正推动AI老师智能体成为教育公平与质量提升的关键力量，实现‘因材施教’从理想走向常态。”——IDC中国高级分析师程鸿宇表示。

IDC MarketScape: European Human-First Digital Workplace Services 2025 Vendor Assessment

Meike Escherich — Wed, 19 Nov 2025 05:00:00 GMT

This IDC MarketScape evaluates 15 IT service providers that deliver digital workplace services throughout Europe. It relies on an extensive framework and criteria that evaluate providers against factors most likely to drive success in the European DWS market, focusing on a human-first approach in both the short and long terms.

"Blending human ingenuity with AI doesn't just create efficiency — it unlocks possibilities neither could achieve alone. Organizations that embrace human-centric digital workplace services consistently outperform their peers, unleashing greater creativity, agency, and productivity. The real opportunity isn't replacing people with machines, but empowering them through technology. By augmenting human capabilities, vendors can drive adaptability and resilience that ensure long-lasting and superior results for their customers," said Meike Escherich, associate research director, IDC's AI-enabled Future of Work, EMEA.

IDC MarketScape: Worldwide Mainframe Modernization Infrastructure Solutions 2025–2026 Vendor Assessment

Mary Johnston Turner — Wed, 19 Nov 2025 05:00:00 GMT

This IDC study evaluates seven worldwide mainframe modernization infrastructure service providers that focus on assisting enterprises in sustaining, updating, and extending their IBM Z mainframe resources. While it offers details on each vendor's capabilities, it is not meant to be a buyer's guide. Instead, this evaluation is intended to help IT buyers narrow down candidates that fit their specific needs as they prepare to take advantage of new mainframe AI capabilities and look to improve and sustain overall mainframe infrastructure performance, cost, and operations to support mission-critical business workloads.

"While many service providers stand ready to help enterprise customers migrate off mainframes, the set of vendors proactively investing in capabilities to facilitate ongoing mainframe infrastructure modernization is more limited," explains Mary Johnston Turner, research vice president, IDC's Digital Infrastructure Strategies. "This IDC MarketScape is designed to provide organizations with long-term, strategic commitments to mainframe infrastructure to find service provider partners that best match their organizational needs — whether they are seeking project-based support or long-term managed services or mainframe-as-a-service solutions."

ADP Innovation Day 2025: Bold Growth, Product Fulfillment, and Client-Driven Success Toward an AI-Enabled Future

Zachary Chertok — Tue, 18 Nov 2025 05:00:00 GMT

ADP hosted industry analysts and partners/advisors in New York City on September 3, 2025, for its ADP Innovation Day. During the event, ADP provided an update on its global product and service lines as well as a summary of growth and direction of the company. Key announcements from the event centered on ADP's vision for an AI-infused and -partnered future resting on the foundation of the company's dual commitment to product and service delivery models.

Celiveo 365: A Path from Secure Print Management to AI Cloud Intelligent Document Processing

Tim Greene, Sharon McNee, Geoffrey Wilbur — Tue, 18 Nov 2025 05:00:00 GMT

This IDC Vendor Profile covers Celiveo, a long-standing entrant in the print management software market that has achieved longevity and prominence among OEMs and end users. It examines Celiveo through a modern lens, covering how the company meets the most common challenges in the modern print management segment and how it harnesses the power of AI.

Celiveo has been seen in the past as an engineering company. However, its focus is now firmly fixed on AI-powered cloud document management capabilities as well as the business benefits of AI technology and the associated ROI opportunities.

Market Analysis Perspective: Worldwide IT Consulting Services, 2025

Jason Bremner — Mon, 17 Nov 2025 05:00:00 GMT

This IDC Market Analysis Perspective provides insight into the current and future state of the worldwide IT consulting services market. It includes an overview of the current market landscape, a technology buyer perspective, a market outlook, and IDC's advice for technology suppliers in this market.

European IT Services Market Share, 2024: AI Tailwinds in Challenging Conditions

Matthew Wilkins — Fri, 14 Nov 2025 05:00:00 GMT

This IDC Market Share examines the leading vendors in the IT services market in 2024.

"The European IT services market in 2024 was characterized by steady growth and resilience amid economic uncertainty, driven by ongoing digital transformation, cloud adoption, and accelerated investment in AI," said Matthew Wilkins, research director, European IT Services, IDC UK.

Managed Cloud Services: Multicloud Operations by Technology

David Tapper — Fri, 14 Nov 2025 05:00:00 GMT

This IDC Survey Spotlight highlights results from the following two questions posed to 1,514 respondents and firms with 1,000+ employees across multiple countries and industries, as part of IDC's 2024 Worldwide Managed Cloud View Survey: "Multicloud operations by technology: Please select the primary technology environment for which your company/organization would consider utilizing a managed service provider (e.g., Accenture, IBM, Atos, TCS, Kyndryl, NTT DATA) to manage as part of a multicloud approach that involves deploying the SAME technology solution/architecture/configuration across two or more public cloud IaaS providers (e.g., AWS, Google, Azure, IBM, Alibaba)" and "reasons for multicloud: Please select the top 2 reasons for which your company/organization would want to use a managed service provider to assist in deploying the SAME process (e.g., DevOps, CI/CD, recovery), management approach (e.g., containers, APIs), technology solutions (e.g., software, hardware), and/or protocols and procedures (e.g., security, compliance) across two or more public cloud IaaS providers (e.g., AWS, Google, Azure, IBM, Alibaba)." This IDC Survey Spotlight then assesses the impact of enterprise requirements when using multicloud operations with managed cloud services on managed SPs and highlights how managed SPs need to emphasize how multicloud can support flexibility, demonstrate that multicloud can deliver services that meet granular requirements, and showcase how multicloud can help achieve critical business objectives.

Has MLOps Lost Its Relevance? AI Talent and Skills Required in 2026

Kathy Lange — Thu, 13 Nov 2025 05:00:00 GMT

This IDC Survey Spotlight examines the changing landscape of AI talent and skills required for the next wave of AI adoption. More than technical, talent will be necessary. This IDC Survey Spotlight is based on data from IDC's 2025 AI Tech Buyer Survey, conducted in April 2025. This survey was conducted among 2,296 respondents from various industries worldwide.

Manufacturers Seek a One-Stop Hardware Source and Enhanced Solutions for Accelerated Time to Market

Jacqui Hendriks — Tue, 11 Nov 2025 05:00:00 GMT

This IDC Market Note leverages the findings of IDC's European Imaging, Printing, and Document Solutions Survey, 2025. It provides print market players with insights into changing end-user behaviors within the manufacturing sector and identifies opportunities for them to exploit.