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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."

IDC MaturityScape Benchmark: AI-Fueled Financial Services Organization Worldwide, 2026

Dr. Chris Marshall, Jerry Silva, Nigel Wallis, Claudia Medina — Fri, 06 Nov 2026 05:00:00 GMT

This IDC MaturityScape Benchmark presents results from IDC's May 2026 worldwide MaturityScape Benchmark AI Survey, drawing on a financial services subsample of 178 institutions out of 1,900 organizations surveyed.

"Financial services institutions have long led on AI in fraud and risk management, and that head start shows up clearly in governance, the most mature of the four dimensions we measured this year," said Jerry Silva, program vice president, IDC Financial Insights. "But leadership in governance is not the same as leadership everywhere; technology remains the industry's weakest link, and as agentic AI moves from pilots into production, institutions that have not modernized their data and platform foundations will find that governance maturity alone cannot carry the transformation."

IDC Survey: How Discrete Manufacturers Are Retooling for the Energy Transition — IDC's Energy Transition Survey, 2026

Roberta Bigliani — Fri, 06 Nov 2026 05:00:00 GMT

IDC's 2026 Energy Transition Survey examines how large organizations across manufacturing, buildings, transportation, construction, and datacenter sectors are shaping their energy transition programs.

This document isolates discrete manufacturing: automotive, industrial machinery and components, electronics and electrical equipment, semiconductors, consumer durables, and high-tech manufacturing (n = 270). It reads the segment against the total sample, where the gap is the finding; against energy-intensive industrial users, where the industrial contrast explains the behavior; and against itself by subsector and region, where the aggregate hides the spread.

The analysis covers:

Commitment and horizon: Dated net-zero targets, target years, payback expectations, and the drivers behind the program
The business case and the buying model: Barriers, performance-based and outcome-based contracts, commercial models, partners, and who holds the budget and the decision
The plant program: Current actions, 24-month investment intent, deployment depth of plant technologies, digital applications, and renewable sourcing
AI: AI for energy optimization maturity by region and by subsector
Data and outcomes: Emissions data completeness, the system of record for GHG reporting, and the benefits booked so far

Market Analysis Perspective: Worldwide Data Logistics, Cyber-Resilience, and Protection, 2026

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

This IDC Market Analysis Perspective provides insight into the current and future state of the data logistics, cyber-resilience, and protection market. It includes an overview of the current market landscape, a tech leader perspective, a market outlook, and IDC's advice for technology suppliers/service providers.

"AI resilience is becoming an important part of cyber-resilience because organizations' mistakes caused by their own AI agents can be just as disruptive and costly as attacks launched by cybercriminals." — Johnny Yu, research manager, Enterprise Infrastructure, IDC

Market Analysis Perspective: Worldwide Procurement Applications, 2026

Patrick Reymann — Fri, 06 Nov 2026 05:00:00 GMT

This IDC Market Analysis Perspective provides insight into the current and future state of the procurement applications market. It includes an overview of the current market landscape, a technology buyer perspective, a market outlook, and IDC's advice for technology suppliers and service providers.

"Convergence is the theme of the day. Procurement applications are moving toward unified enterprise intelligent spend operating systems. Buyers are increasingly seeking autonomous capabilities that span the entire procurement life cycle," says Patrick Reymann, research director at IDC.

Market Share: Worldwide Software-Defined Storage Controller Software Shares, 2025 — Platform Shifts Broaden the Set of Winners

Shahin Hashim — Fri, 06 Nov 2026 05:00:00 GMT

This IDC study examines the 2025 market shares of the leading vendors in the software-defined storage controller software market. The market reached $7.4 billion, growing 14.1% in constant currency, with the largest vendor holding about a quarter of revenue. The study covers revenue by region, the vendors and events that shaped the year, significant market developments, and advice for technology suppliers.

"Growth in 2025 came from more than one platform: virtualization platforms added the most revenue, while AI-focused vendors grew much faster than the market. With AI readiness now expected of every vendor, differentiation is moving into data services, governance, and AI data pipelines, and the open question for 2026 is who can turn that layer into sustainable revenue growth," says Shahin Hashim, associate research director, Storage and Data Management, Enterprise Infrastructure, IDC.