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2026中国AI驱动的业务创新之厂商实践：AI销售增长引擎——基于奥哲企业级AI平台驱动的销售增长实践

Nicholas Guo — Fri, 06 Nov 2026 05:00:00 GMT

本IDC看法报告围绕奥哲AI销售增长引擎实践展开：“执行概况”提炼项目背景、核心观点与行动建议；“市场综述”依次剖析原有业务痛点、AI技术与多智能体体系、流程岗位改造、内部量化成效、行业复制路径、行业借鉴启示及未来展望；“给技术买家的建议”面向B2B销售决策者输出选型核查与落地指引。

“B2B销售智能化很容易陷入只看AI写文案、写邮件这类表层能力的误区。奥哲的实践表明，AI销售的真正价值是把情报采集、线索筛选、沟通纪要、商机辅助深度嵌入完整销售工作流，并且把分散在销售个人手上的经验、沟通记录沉淀为组织可复用资产。企业选型要区分项目型复杂销售和标准化SaaS销售，二者对智能体的诉求差异很大，同时必须守住关键商务节点人工审核的底线。该实践来自厂商自身业务落地，每家企业客户的行业、线索质量、销售团队能力各不相同，不可直接照搬指标，务必开展POC验证后落地。”——郭越，IDC中国高级研究经理，AI驱动的业务创新战略研究。

2026中国AI驱动的业务创新之厂商实践：决策供应链——软通动力“天璇智链”AI Agent驱动的多品类硬件供应链智能决策平台

Nicholas Guo — Fri, 06 Nov 2026 05:00:00 GMT

本IDC看法报告围绕软通动力“天璇智链”AI Agent驱动供应链智能决策实践展开：“执行概况”提炼项目背景、核心观点与行动建议；“市场综述”依次剖析原有业务痛点、采用的AI技术或智能体、改造的流程与岗位、量化成效、行业复制路径、行业借鉴启示及未来展望；“给技术买家的建议”面向制造企业决策者输出供应链AI落地指引。

“制造业供应链的AI化，难点从来不在大模型本身，而在把行业know‑how变成可被智能体调用的知识资产。软通动力的实践说明，真正能落地的供应链AI，是‘知识图谱+智能体+人机协同’三位一体的系统工程。当然，其量化成效多来自厂商自身验证，不同企业的供应链复杂度、数据基础与组织条件差异显著，落地时宜结合自身情况审慎借鉴、以数据验证。”——郭越，IDC中国高级研究经理，AI驱动的业务创新战略研究。

From Vision to Product: Cloudera’s Anywhere Cloud and Private AI Factory at EVOLVE26

Carlos Gonzalez, Marlanna Harrington — Fri, 06 Nov 2026 05:00:00 GMT

Cloudera, a data and AI platform vendor that serves large, often regulated enterprises, used EVOLVE26 in New York to show how it plans to help customers run AI where their data already lives. Its new Anywhere Cloud, planned for general availability on November 30, delivers one cloud-like platform across public clouds, corporate data centers, sovereign clouds, and the edge. It is paired with ready-made AI blueprints and a private AI offering built with partners including Mistral AI, NVIDIA, and VAST Data. IDC sees the direction matching a real market shift: enterprises increasingly need AI that respects data sovereignty, cost, and governance constraints, and most operate across more than one environment. The open question is delivery. Cloudera must show it can keep installation, upgrades, security, and governance consistent in every environment as customers move from pilots to production.

Google Announces Gemini 4 Carbon- A Frontier Model Release for Enterprise Knowledge Work, Complex Software Engineering, and Cyber Defense

Tim Law — Fri, 06 Nov 2026 05:00:00 GMT

IDC MarketScape: Worldwide Container Data and Infrastructure Management Software 2026 Vendor Assessment

Johnny Yu — Fri, 06 Nov 2026 05:00:00 GMT

This IDC study is an evaluation of prominent container data and infrastructure management software vendors on a worldwide basis. While it offers details on each vendor's capabilities and offerings, it is not meant to be a buyer's guide. Instead, this evaluation is intended to help IT leaders differentiate between vendor solutions and narrow down candidates that align with their stage of Kubernetes adoption, level of Kubernetes expertise, agentic AI workload deployment, and long-term goals of their application infrastructure.

"Many organizations are accelerating their agentic AI deployment, which is also driving them toward container and Kubernetes infrastructure," said Johnny Yu, research manager, Infrastructure Software Platforms at IDC. "The result is greater demand for container data and infrastructure management software to not only protect Kubernetes application data but also bring in elements of AI data governance and control."

Oracle AI World 2026: Oracle Pushes One Stack for Building and Using AI

Matthew Flug — Fri, 06 Nov 2026 05:00:00 GMT

At Oracle AI World 2026, Oracle presented a vision for an end-to-end AI platform to facilitate both building and using AI-powered applications and agents. Innovations spanned development, infrastructure, applications, agent security, and accelerator partnerships.

The Marketplace Effect: How Rocket.Chat and AWS Turned Procurement Friction into a Growth Channel

Danielle Ibran — Fri, 06 Nov 2026 05:00:00 GMT

This IDC study shares Rocket.Chat's experience with AWS Marketplace and demonstrates how hyperscaler marketplaces can serve as highly effective procurement channels. Rocket.Chat sells communications software to the public sector, defense, and critical infrastructure buyers. The company found that Marketplace shortened sales cycles compared with standard tenders and provided one consistent mechanism for working with governments across regions. It also enabled deal structures such as distributor-of-record and simultaneous, multipartner co-sell. Results depended on two choices: partnering with a specialist to build marketplace fluency and assessing marketplace fit during every seller discovery.

"In regulated markets, procurement, not demand, is what stalls deals, and marketplace is the first channel to treat procurement as the product," says Danielle Ibran, senior research analyst, Worldwide Infrastructure Channels and Ecosystem, IDC.

Zeta Live 2026: AthenaOS Extends Zeta Toward Enterprise AI in advance of q3 Earnings

Roger Beharry Lall, Gerry Murray, Tapan Patel — Fri, 06 Nov 2026 05:00:00 GMT

FabCon and SQLCon Europe 2026: Microsoft Makes Context Open, Reusable, and Interoperable

Megha Kumar — Thu, 05 Nov 2026 05:00:00 GMT

This IDC Perspective examines the key announcements from Microsoft's FabCon and SQLCon Europe 2026, held in Barcelona from September 28 to October 1, 2026. Microsoft positioned governed semantic models, ontologies, and live signals as the control point for AI, applications, and planning, supported by Fabric IQ in Microsoft Copilot, Fabric Apps, Planning, Real-Time Intelligence, and new agent and observability capabilities.

"Microsoft's approach to AI context builds on two core assets, namely its data and analytics platform, Microsoft Fabric, and the millions of semantic models that run in Power BI. The vendor's commitment to openness, interoperability, and governance aims to give organizations a reason to standardize and ground their AI context on Fabric as AI agents scale across organizations," says Megha Kumar, research vice president, Analytics and AI, IDC.

IDC ProductScape: U.S. Care Coordination Applications, 2026

Jennifer Eaton — Thu, 05 Nov 2026 05:00:00 GMT

The IDC ProductScape offers a comprehensive guide on the key functionalities of care coordination applications, featuring products from Arcadia, Cedar Gate, Cognizant, EXL, Health Catalyst, HealthEdge, Innovaccer, Lightbeam, Optum, Oracle, Persivia, Salesforce, ZeOmega, and Zyter. The status of each functionality is categorized as fully supported, partially supported, partner provided, road map, or not supported, aiding technology purchasers in quickly identifying which vendors align with their changing requirements.