Taiwan AI Momentum Hits 72 as Dun & Bradstreet Targets Enterprise Data Gaps
INSIDE 硬塞 AI2 days agoBusinessTaiwan’s enterprise AI momentum is described as strong, with an AI momentum index reaching 72, reportedly leading Asia. The article argues that companies are not mainly constrained by a lack of AI tools, but by insufficient trusted, usable, and auditable data. Dun & Bradstreet’s Global Business Graph is presented as a way to supply verified commercial data for AI agents and decision workflows in finance, compliance, and supplier risk.
2026 FusionNext: How Enterprises Turn Cloud Data Foundations into AI ROI
INSIDE 硬塞 AI3 days agoBusinessINSIDE’s sponsored recap of 2026 FusionNext, hosted by CloudMile, frames generative AI as a business execution challenge rather than a model-shopping exercise. Speakers from CloudMile, Google Cloud, Taiwan AI Academy, and enterprise customers emphasized data silos, governance, security, and cloud modernization as prerequisites for scalable AI agents. Case studies across healthcare, manufacturing, retail, media, gaming, and infrastructure positioned AI monetization as a long-term systems project built on reliable data and cross-functional sponsorship.
Datadog veterans launch AI coding startup Niteshift on a bet against Big AI lock-in
TechCrunch AI4 days agoBusinessNiteshift, an AI coding agent startup founded by Datadog veterans, has closed a $7 million seed round backed by a notable angel investor group. The company's core thesis is that enterprises will increasingly resist being locked into a single AI model provider as coding tools mature. Positioned as a model-agnostic alternative, Niteshift aims to give companies more control over their AI development infrastructure.
Jedify raises $24M to help companies arm AI agents with business context
TechCrunch AI4 days agoBusinessJedify raised a $24 million Series A led by Norwest, with Snowflake Ventures joining as a strategic investor. The startup connects to enterprise data, SaaS, BI, documents, Slack, and meeting records to build real-time context graphs for AI agents. Its pitch is that agents need company-specific context, permissions, workflows, and terminology to act usefully inside large organizations.
Can tech companies learn to love cheaper AI models?
TechCrunch AI5 days agoBusinessAs the AI model market grows more competitive, cheaper alternatives are emerging that rival flagship models in capability. The central question is whether enterprises can shift from premium models to lower-cost alternatives without sacrificing output quality. If proven viable, this shift could upend AI pricing strategies, enterprise procurement logic, and the market dominance of top-tier model providers.
Mistral AI partners with NVIDIA to accelerate open frontier models★ 74
Mistral AI News6 days agoBusinessMistral AI announced it is a founding member of the NVIDIA Nemotron Coalition, a global initiative for open frontier foundation models. The partnership combines Mistral AI’s model architecture, training techniques, multimodal capabilities, and enterprise fine-tuning tools with NVIDIA compute, development tools, and synthetic data pipelines. The coalition’s first initiative is a DGX Cloud-trained base model that will support the upcoming NVIDIA Nemotron 4 family and be open-sourced for specialization.
Huawei Cloud Launches Agentic AI Products for Enterprise AI Infrastructure★ 72
量子位 QbitAI6 days agoReleaseHuawei Cloud announced an Agentic Infra framework at its INSPIRE event, covering token generation, persistent memory, unified scheduling, and secure autonomous runtime. The release includes AICS, AMS, CCE Volcano Next, AgentSphere, ModelArts Next, AgentArts, and the open-source openJiuwen project. It also introduced industry AI zones, CloudRobo for embodied AI, security offerings, and an ecosystem plan with major Chinese model vendors.
Harvey and ElevenLabs Partner to Give Lawyers a Global Voice
ElevenLabs Blog6 days agoBusinessHarvey and ElevenLabs announced a partnership to bring ElevenLabs Text to Speech and Speech to Text into Harvey’s legal AI platform. The first phase will let Harvey deliver spoken answers in almost any language or dialect. Future plans mentioned include multilingual voice translation, voice mode, spoken trial simulations, tone customization, and related voice features.
Enterprise voice AI, deployed locally
ElevenLabs Blog6 days agoBusinessBased only on the title, the post centers on enterprise voice AI and local deployment. It likely targets organizations that want voice AI capabilities in controlled infrastructure rather than relying solely on cloud-hosted services. Without the original article text, no specific product features, supported environments, pricing, model details, security claims, or customer examples can be confirmed.
Revolut selects ElevenLabs Agents to bolster customer support
ElevenLabs Blog6 days agoBusinessRevolut selected ElevenLabs Agents as a first line of voice support for UK and European customers. The rollout covers more than 4 million customers, supports 31+ languages, and reportedly reduced time to resolution by over 8x. The case highlights enterprise AI voice agents in financial services, with emphasis on latency, voice quality, compliance, orchestration control, and secure integration with existing systems.
Klarna reduces Time to Resolution by 10X with ElevenAgents
ElevenLabs Blog6 days agoBusinessElevenLabs’ blog title presents Klarna as an enterprise case study for ElevenAgents. The stated result is a 10X reduction in Time to Resolution, likely tied to customer support or operational workflows. Because the article text was not provided, details such as scope, methodology, baseline, and deployment design cannot be verified here.
ElevenLabs raises $500M Series D at $11B valuation★ 74
ElevenLabs Blog6 days agoBusinessElevenLabs announced a $500 million Series D at an $11 billion valuation, more than triple its valuation from a year earlier. The round was led by Sequoia Capital, with A16Z, ICONIQ, Lightspeed, BOND, and others participating. The company says it will invest in ElevenAgents, ElevenCreative, ElevenAPI, voice agents, conversational models, dubbing, audio research, and international expansion.
ElevenLabs expands presence in Australia and New Zealand
ElevenLabs Blog6 days agoBusinessElevenLabs says it will triple its Australia and New Zealand team over the next year, adding sales and forward-deployed engineering roles. The company cites more than 750,000 regional users and enterprise customers including Xero, Greenstone Financial Services, Heidi Health, Andromeda Robotics, and Employment Hero. The update focuses on enterprise voice AI adoption, including outbound calls, customer screening, content creation, and aged-care companion robotics.
Microsoft AI Chief Says Anthropic Is Too Expensive as Enterprise AI Costs Rise
INSIDE 硬塞 AI9 days agoBusinessMicrosoft AI chief Mustafa Suleyman reportedly criticized Anthropic’s models as unacceptably expensive, highlighting rising enterprise AI costs. The article frames this as part of a broader “AI tax” problem, with companies reassessing ROI as vendor pricing pressure grows. Microsoft’s MAI models are presented as a potential internal alternative to reduce reliance on costly external providers.
Nemotron 3.5 Content Safety: Customizable Multimodal Safety for Global Enterprise AI
Hugging Face Blog10 days agoReleaseNVIDIA’s Nemotron 3.5 Content Safety is positioned as a customizable multimodal safety layer for global enterprise AI. Based on the title, it appears focused on content moderation and policy enforcement across AI applications, potentially including text and visual contexts. Without the full article, details such as benchmarks, licensing, supported languages, deployment paths, and model specifications should not be assumed.
Microsoft and OpenAI broke up — now they’re ready to fight★ 74
The Verge AI11 days agoBusinessThe Verge frames Microsoft’s Build announcements as a strategic signal after its relationship with OpenAI shifted. Microsoft unveiled or expanded AI efforts including a super app, in-house reasoning models, a cybersecurity tool, and OpenClaw-like agents. Together, they suggest Microsoft wants to own more of the AI stack, putting it on a more direct collision course with OpenAI across platforms, models, and enterprise agents.
Coralogix raises $200M on bet that someone needs to watch the AI agents
TechCrunch AI11 days agoBusinessCoralogix raised a $200 million Series F just 11 months after its prior round, reaching a $1.6 billion post-money valuation. The company is betting that production AI agents will increase demand for observability, troubleshooting, and operational data tools. Its CEO says more than half of enterprise customers now use Olly or their own AI models through CLI and agentic interfaces.
Uber's $1,500/month AI limit is a useful signal for AI tool pricing
Hacker News (AI keywords)11 days agoCommentaryBased only on the title, the piece likely treats Uber's $1,500/month AI limit as a useful benchmark for AI tool pricing. The key implication is that enterprises may accept much higher AI budgets than consumer subscriptions when productivity gains are clear. At the same time, a fixed cap suggests companies still need spending controls, usage governance, and clearer ROI before AI costs scale broadly.
Are More AI Tools Exhausting Employees? Google Cloud on Agentic Work
INSIDE 硬塞 AI11 days agoBusinessINSIDE covers Google Cloud Agentic Work: Live + Labs Taipei 2026, focusing on how enterprise AI adoption can burden employees when tools multiply and workflows fragment. The article argues that crossing the AI gap is not about deploying more products. Instead, companies need operating logic and underlying architecture that can deeply integrate with AI.
Amazon and Meta’s AI KPI Pitfall: When Token Burning Becomes a Disaster
INSIDE 硬塞 AI11 days agoCommentaryThis commentary uses Amazon and Meta as cautionary examples for enterprise AI adoption. Its core warning is that measuring success by token consumption, usage volume, or leaderboard-style activity can encourage “Tokenmaxxing” without proving real value. Companies should treat token metrics as operational signals, not business outcomes, and instead evaluate productivity, quality, cost, and workflow impact.
Microsoft announces Scout, an autonomous AI agent built on OpenClaw
Hacker News (AI keywords)12 days agoNew ToolMicrosoft unveiled Scout at Build as a new “autopilot” agent for Microsoft 365. It can connect across Teams, Outlook, OneDrive, and SharePoint, use an Entra identity, and interact with external apps through MCP. The release is experimental for Frontier customers, with security controls required. Analysts warn Scout may amplify existing governance problems because it can act on data, not merely surface it.
Microsoft Scout is a new AI personal assistant built on OpenClaw
The Verge AI12 days agoNew ToolMicrosoft is launching Scout, an always-on AI personal assistant built on OpenClaw. It integrates with Microsoft 365 apps including Outlook, OneDrive, and Microsoft Teams, enabling businesses to assign virtual assistants to employees. Mentioned tasks include calendar organization, expense reporting, and drafting emails, while the supplied excerpt does not fully explain how Scout differs from Copilot.
Snowflake and AWS Expand AI Infrastructure Bet to $6B Over Five Years★ 72
INSIDE 硬塞 AI16 days agoBusinessSnowflake reported stronger-than-expected results and raised its annual product revenue forecast as enterprise demand grows. The company signed a five-year, $6 billion AI infrastructure agreement with AWS, expanding a previously smaller commitment. It also acquired Natoma to strengthen AI agent governance, positioning itself as a core enterprise AI platform.
Glean’s top line crosses $300M as AI budget-cutting becomes its major selling point
TechCrunch AI16 days agoBusinessTechCrunch reports that enterprise AI search startup Glean has crossed $300 million in annual revenue. The company tripled its annual revenue even as major tech companies entered the same category. Its pitch is increasingly centered on helping enterprises reduce or rationalize AI budgets, not only on AI-powered workplace search.
At TechCrunch Disrupt 2026: Databricks co-founder on what kills enterprise AI deals
TechCrunch AI17 days agoBusinessTechCrunch frames enterprise AI as entering a new phase, where companies are no longer mainly asking whether AI is exciting. The harder question is whether it can be deployed safely at scale. Centered on a TechCrunch Disrupt 2026 discussion with a Databricks co-founder, the article points to safety and broad rollout readiness as key enterprise AI deal concerns.
Dcard Launches EntryDesk and VibeHost for Agent-Native Enterprise AI Workflows
INSIDE 硬塞 AI17 days agoBusinessDcard introduced EntryDesk and VibeHost, products aimed at helping companies move toward Agent-Native operations. The first wave supports both cloud and on-premises deployment, with integration into internal enterprise systems. The article says Dcard’s method shortened process time by over 80%, but the provided text does not include detailed case data, pricing, or technical architecture.
NetApp Taiwan on AI Storage Bottlenecks, Hybrid Cloud, and Data Management
INSIDE 硬塞 AI17 days agoBusinessINSIDE interviews NetApp Taiwan technical director Hsu Hung-chun about enterprise AI infrastructure challenges. The article emphasizes nonstop scaling, automated data tiering, preprocessing, vectorization, hybrid cloud, and dual-site backup. NetApp frames storage as an active data management layer for AI projects, also integrating ransomware protection to simplify operations and improve resilience.
Business Owners, Do You Really Know How to Use AI?
INSIDE 硬塞 AI18 days agoOpinionThe article argues that many companies use AI mainly to improve efficiency, without creating meaningful revenue or strategic advantage. It proposes distributed AI, placing intelligence closer to where data is generated to reduce latency and support faster decisions. The key message is that firms should balance centralized and distributed architectures to strengthen competitiveness while preserving greater control over data and digital sovereignty.
BenQ and MetaAge Adopt AWS Generative AI for Agentic Coding Productivity Gains
INSIDE 硬塞 AI18 days agoBusinessBenQ is expanding AI across its education and business display ecosystem, including software products such as SummarAI and Meeting Room System. The article says BenQ partnered with MetaAge to adopt Amazon Web Services generative AI. Its main claim is a 20x productivity improvement through Agentic Coding, though the provided excerpt does not include implementation details or measurement methodology.
IBM 推出 Granite 4.1 開源大語言模型：架構設計與構建技術深度解析★ 75
Hugging Face Blog46 days agoReleaseIBM has published a detailed blog post on Hugging Face outlining the construction technology and architectural design behind its latest generation of…