How large companies actually adopt AI: deployments, ROI debates, vendor battles and the gap between pilots and production.
623 articles
NetApp and Oracle have partnered to integrate enterprise-grade NetApp storage directly into Oracle Cloud Infrastructure. The service is currently in preview, focusing on simplifying the migration and management of AI and enterprise workloads.
36氪 · 66d ago
Qianjing Technology CEO Ai Zhiyuan argues that enterprise AI production requires stable, high-performance Token services rather than just low-cost models. The focus is shifting from simple model deployment to managing complex, high-concurrency production environments.
虎嗅 · 66d ago
Kingsoft Office has launched WPS Comate, an AI-powered office client designed to integrate AI into organizational workflows. It features specialized AI modules, automation tasks, and a centralized knowledge base to enhance productivity.
IT之家 · 66d ago
GRID is a new grammar-constrained decoding engine that ensures LLM-generated SQL is syntactically valid and policy-compliant. By using LALR(1) parser states as a prefix oracle, it provides provable guarantees for enterprise-grade SQL generation.
ArXiv AI · 66d ago
Tencent is rapidly expanding its AI footprint by launching a suite of specialized agents including WorkBuddy, Ardot, and DataBuddy. This move signals a strategic shift toward becoming a high-volume producer of enterprise and consumer-facing AI agents.
Pandaily · 66d ago
The upcoming WAIC 2026 is expected to shift focus from mere scale to the practical ROI of AI implementations. The event aims to address how enterprises can achieve sustainable value from AI investments.
钛媒体 · 66d ago
The core conflict in enterprise AI is not just token costs, but who owns the 'learning process'—the feedback, workflow, and context that allow models to improve. Companies must decide whether to outsource their organizational learning to model providers or maintain it via open-source or private infrastructure.
虎嗅 · 67d ago
Microsoft CEO Satya Nadella has issued a cautionary message to enterprises regarding the potential dangers of relying solely on proprietary AI models like those from OpenAI and Anthropic. The warning highlights concerns over dependency and long-term strategic risks for businesses integrating these models.
TechCrunch AI · 68d ago
Vercel's June 2026 AI Gateway report shows open-weight models capturing nearly a third of token volume. While total spend grows, enterprises are increasingly routing high-volume tasks to cheaper models while keeping high-risk work on frontier models.
Vercel News · 68d ago
Chinese banks are re-evaluating their AI strategies as daily token consumption reaches billions, leading to significant IT budget strain. Management is now demanding strict ROI assessments for all AI agent applications.
虎嗅 · 69d ago
A VentureBeat survey reveals that 57% of enterprises have encountered AI agents providing incorrect information with high confidence due to poor context management. The study highlights that relying on simple document retrieval is insufficient, driving a shift toward governed context layers.
VentureBeat · 71d ago
Amazon Quick Automate introduces native case management to handle complex agentic workflows. It supports lifecycle tracking, human-in-the-loop integration, and dynamic scaling for enterprise processes.
AWS Machine Learning Blog · 71d ago
Anthropic has reached a significant milestone with quarterly revenue exceeding $1 billion, signaling that large-scale AI model businesses are becoming commercially viable. This success demonstrates the market demand for enterprise-grade AI solutions.
钛媒体 · 71d ago
Zhipu AI continues to scale its B2B and G2B business, with GLM-5.2 showing strong coding performance and cost-efficiency compared to global competitors like Anthropic.
虎嗅 · 71d ago
OpenAI has designated GPT 5.6 as the preferred model for Microsoft's Copilot suite. This announcement aims to dispel rumors regarding a potential breakup between the two companies.
TechCrunch AI · 71d ago
OpenAI has officially released a new ChatGPT tool specifically designed to streamline work-related tasks. This 'super app' aims to integrate AI more deeply into professional workflows.
Engadget · 72d ago
Enterprise AI firm Lyzr successfully utilized its own AI agent software to streamline its Series B fundraising process. The company raised $100 million, demonstrating the practical application of agentic workflows in business operations.
The Next Web (TNW) · 72d ago
Prudential is partnering with Alibaba Cloud to launch an AI underwriter for preliminary insurance assessments. The tool is intended to help financial consultants evaluate clients using financial, medical, occupational and other personal information amid tighter cross-border tax rules.
SCMP Technology · 10d ago
Paytm is expanding beyond digital payments into workplace AI agents as it seeks to accelerate revenue growth. The move reflects the company’s broader pivot toward agentic AI and new business opportunities.
Bloomberg Technology · 10d ago
Google Cloud is expanding its enterprise AI strategy through a deal with Accenture. The partnership will use forward-deployed engineers to help customers adopt AI and overcome implementation bottlenecks.
TechCrunch AI · 11d ago
Google and Accenture are reportedly placing 1,000 engineers inside client offices to help organizations turn AI commitments into working implementations. Accenture CEO Julie Sweet said clients increasingly need hands-on assistance rather than another AI sales pitch.
The Next Web (TNW) · 11d ago
Hitachi announced new HMAX services for data-center operations and cyber defense on September 3. The company positions 2026 as the first year of physical AI and aims to grow its overall AI services business to ¥500 billion, including offerings informed by experience with Mythos.
ITmedia AI+ (日本) · 11d ago
OpenAI is reportedly preparing managed agents for businesses ahead of DevDay 2026. The plans may include dedicated agent environments, skills, plugins, and potentially agent-led advertising.
TestingCatalog · 12d ago
Microsoft is shifting AI governance from policy-level guidance toward enforcement during runtime execution. The move suggests that governance controls will increasingly operate directly within deployed AI systems rather than remain solely as organizational rules.
InfoQ中国 · 12d ago
The paper introduces Corporate Language Model (CLM), a foundation for converting fragmented and tacit enterprise knowledge into ontology-grounded, auditable, and executable intelligence. Its architecture combines a Neurosymbolic Mesh, Skill Graph, Living Digital Twins, deep security controls, and Spec-as-Code, with a hospital case study demonstrating three maturity stages under Brazil’s LGPD.
ArXiv AI · 12d ago
Hitachi has announced four new services focused on implementing Physical AI. Rather than treating FDE as a single all-purpose expert, Hitachi proposes a team-based approach to address the complexity of real-world AI deployment.
ITmedia AI+ (日本) · 12d ago
SenseTime is pursuing profitability by focusing on generative AI that helps enterprises complete specific business tasks rather than competing solely on model size. The strategy contributed to a net profit of 617.3 million yuan in the first half of 2026.
SCMP Technology · 12d ago
Companies including AT&T are increasingly adopting inexpensive, freely available AI models instead of relying solely on costly offerings from Anthropic and OpenAI. The shift highlights growing corporate interest in reducing AI deployment costs through open-source alternatives.
New York Times Technology · 15d ago
This article reviews Tencent’s year-long AI practice through the development and growth of WorkBuddy. It presents 25 practical judgments about how Tencent approached AI without simply chasing market trends.
钛媒体 · 15d ago
Snowflake raised its annual sales outlook, citing rapid adoption of its AI-assisted coding tool. The update boosted investor confidence and sent Snowflake shares sharply higher.
Bloomberg Technology · 16d ago