How large companies actually adopt AI: deployments, ROI debates, vendor battles and the gap between pilots and production.
624 articles
SAP research highlights that enterprises struggle to connect workforce decisions with business performance, with 62% of C-suite leaders dissatisfied with current integration. Although 50% are planning for AI’s productivity impact, only 21% are preparing for changes to job design and organizational structure.
VentureBeat · 19d ago
Cybozu shares its perspective on how large enterprises should address the challenges of the AI era, drawing on kintone adoption results and customer trends. The analysis offers considerations for organizations planning broader AI adoption.
ITmedia AI+ (日本) · 21d ago
Forward Deployed Engineers, a role popularized by Palantir, are becoming a major trend as OpenAI, Anthropic, Chinese tech companies, and startups expand enterprise AI deployment services. Interviews with practitioners show that FDEs often face ambiguous identities, heavy customization, unclear authority, and tension between management expectations and frontline employee acceptance.
虎嗅 · 21d ago
iFlytek’s revenue grew 6.52% in the first half of 2026, but it posted a RMB 204 million net loss and a larger non-GAAP loss. Despite broad deployment of Spark across education, healthcare, vehicles, hardware, and enterprise services, the company has yet to create a new high-growth, high-margin AI business.
虎嗅 · 22d ago
The post argues that Chinese models such as Qwen and GLM may be approaching the capability level attributed to Opus 4.8, while many users rely on less expensive models. It frames open-source progress as a competitive threat to closed-model vendors and suggests compute hardware suppliers may capture more long-term value.
Reddit r/LocalLLaMA · 22d ago
The article examines Doubao Work’s strategy to reshape workplace productivity in the AI era through closer integration with Feishu. It presents the relationship as a convergence of AI capabilities and enterprise collaboration infrastructure.
钛媒体 · 23d ago
Despite rapidly increasing AI investment, US productivity growth remains nearly stagnant, and about 95% of enterprise generative-AI pilots reportedly show no measurable bottom-line impact. A working paper attributes the gap to employee resistance driven by job insecurity, but the article argues that the evidence demonstrates correlation rather than causation.
Computerworld · 23d ago
This report examines the state and direction of AI transformation among Chinese enterprises in 2026. It is relevant for organizations planning AI adoption, capability building, and business-process upgrades.
InfoQ中国 · 24d ago
Salesforce says roughly 50% of its bookings came from existing customers replenishing Flex Credits consumed by AI workloads. The update highlights growing demand for Salesforce’s AI offerings, including the Claudeforce integration, while raising questions about how usage-based AI costs will be monetized.
The Register - AI/ML · 24d ago
MiniMax reported first-half 2026 revenue of $117 million, up 283.1% year over year, with enterprise services becoming its primary revenue engine. However, gross margin fell to 17.9% and adjusted net loss widened to $293 million, leaving questions about API economics and the quality of its growth.
虎嗅 · 25d ago
This daily roundup highlights major AI developments across research, enterprise software, privacy, open-source data, hardware, and model memory. Topics include challenges to Scaling Law assumptions, OpenAI enterprise expansion, Microsoft image-labeling concerns, Apple’s M5 Ultra, and Anthropic’s default memory merging.
钛媒体 · 25d ago
Open AI models are gaining enterprise momentum as companies seek more control, customization, and lower costs than closed services provide. The article distinguishes open-weight models, which expose parameters, from truly open-source models that also release training data and supporting code.
Computerworld · 25d ago
A Confluent survey found that only 17% of Japanese companies are running autonomous AI such as AI agents in production, the lowest level among surveyed markets. The report examines why deployments remain stuck at the proof-of-concept stage and how companies can move toward operational adoption.
ITmedia AI+ (日本) · 26d ago
FlyBuys has revealed Nex, a virtual assistant designed to support analysts. The company remains cautious about expanding the assistant across the wider business.
iTNews Australia · 26d ago
McKinsey reports that enterprise AI investment is increasing and may finally be moving toward measurable return on investment. However, reported effects on enterprise earnings remain largely flat, highlighting a persistent gap between spending and realized business value.
The Register - AI/ML · 26d ago
The article argues that enterprises should evaluate AI by revenue growth, conversion, customer acquisition, and cash flow rather than by labor savings alone. An AI-native company would redesign its organization, sales, marketing, supply chain, and operations around AI from the beginning instead of simply adding AI tools to existing workflows.
虎嗅 · 27d ago
Chinese offices of multinational companies often cannot use headquarters-approved foreign AI tools because of data-transfer compliance, while domestic AI products are absent from procurement lists. Microsoft Copilot has become one of the few permitted options, but premium accounts are limited, expensive, and allocated according to measured productivity gains.
虎嗅 · 28d ago
Oracle executive Wu Chengyang says AI adoption in China must demonstrate clear, repeatable business outcomes. Customers are primarily asking for proven case studies and measurable impact before committing to AI solutions.
钛媒体 · 31d ago
OpenAI has disclosed enterprise usage data showing that younger employees are the most active AI users in the workplace. The finding suggests that day-to-day AI adoption is being driven more by junior staff than by executives.
钛媒体 · 32d ago
Cognition's CEO denied a report claiming that SpaceX was in talks to acquire the AI coding startup. The report comes as SpaceX reportedly expands its enterprise AI ambitions and has already acquired Cursor.
TechCrunch AI · 32d ago
Ramp Co-CEO Eric Glyman says companies increased their AI spending nearly 21-fold over the past year. He attributes the surge to AI’s potential returns and concerns about inefficient or excessive employee spending, while highlighting Ramp’s reported $1 billion in savings and $44 billion valuation.
Bloomberg Technology · 32d ago
Mingdao Cloud has launched its first Real AI Contest, bringing teams with successfully deployed enterprise AI applications together for evaluation under a shared standard. Registration is free, with a total cash prize pool of ¥80,000.
InfoQ中国 · 32d ago
VentureBeat has appointed Rob Strechay as its first Lead Analyst and founding analyst of VentureBeat Research. He will focus on enterprise AI infrastructure, platform engineering, DevOps, observability, and AI security as organizations move from experimentation to production.
VentureBeat · 32d ago
The article argues that consumer-paid subscriptions for AI office agents such as Workboddy, 千問辦公, and TraeWork are unlikely to succeed because productivity gains primarily benefit employers. It suggests these products must either deliver reliable, high-frequency workflow automation, compete on foundation-model capability, or monetize through enterprise delivery and ecosystem access.
虎嗅 · 33d ago
The article examines what Forward Deployed Engineers, or FDEs, actually do in practice. It draws on interviews with two current FDEs at OpenAI to explain the responsibilities behind this increasingly discussed role.
ITmedia AI+ (日本) · 33d ago
NVIDIA teams use ChatGPT Work to reduce manual tasks, connect fast-moving signals, and scale successful workflows globally. The update highlights enterprise adoption of ChatGPT Work to improve operational efficiency and share expertise across teams.
OpenAI News · 34d ago
A July 2026 VB Pulse survey of 101 enterprises found that 68% had traced confident but incorrect agent answers to missing or inconsistent business context, up from 57% in June. Paradoxically, organizations with governed context layers reported these failures at more than twice the rate of organizations without them, suggesting better observability may be exposing problems rather than eliminating them.
VentureBeat · 34d ago
OpenAI has appointed Dali Rajic as Chief Revenue Officer to lead its global revenue organization. He will focus on helping businesses realize the full value of AI.
OpenAI News · 39d ago
Ramp's July AI Index found that U.S. enterprise spending on Anthropic's Fable 5 was about 75% of spending on OpenAI's GPT-5.6 Sol, even though Anthropic led enterprise adoption.
IT之家 · 39d ago
The article analyzes 兑吧's strategic transition from SaaS toward AI-generated short dramas and the logic behind its valuation reassessment. It presents the company as a significant Hong Kong-listed AI short-drama business and frames the sector as undergoing an industrial transformation.
钛媒体 · 17d ago