#enterprise procurement
225 related articles
·3 min
Five Giants Including OpenAI Join Forces: AI Agent Interoperability Standards Officially Unified
OpenAI and four competitors agree on unified AI agent standards, addressing interoperability challenges in tool calling and task orchestration. Analysis of implications for developers and enterprises.
Read more →
·2 min
The Truth About Microsoft's AI Revenue: Most of It Actually Comes from OpenAI's Cloud Consumption
Deep analysis of Microsoft's AI revenue composition reveals that OpenAI's cloud consumption accounts for the majority, raising questions about circular investment sustainability.
Read more →
·2 min
Dover MCP: An Open Protocol Solution for AI Assistants to Directly Manage Recruitment Workflows
Dover MCP connects a free ATS with ChatGPT, Claude, and other AI tools via Model Context Protocol, enabling natural language candidate screening, interview scheduling, and pipeline management.
Read more →
·3 min
Laguna S 2.1 Release: How Multiple Deployment Options Are Reshaping AI Product Competition
Laguna S 2.1 launches with flexible deployment strategies supporting cloud API, on-premise, and managed services. Analysis of its deployment-first philosophy covering data sovereignty, cost control, and vendor lock-in.
Read more →
·3 min
Palantir Pays Just £2 Million in UK Tax: Analyzing the Tax Avoidance Controversy of Multinational Tech Giants
Palantir paid just £2M in UK corporate tax, sparking controversy. This analysis explores how multinationals use transfer pricing and IP arrangements to minimize tax, plus global reform responses.
Read more →
·3 min
Cursor Teams Plan Billing Controversy: Why Can't Paid Seats Be Reassigned?
Cursor Teams Plan users report paid seats can't be reassigned to new members, sparking SaaS seat billing debate. Analysis of the incident with practical procurement advice.
Read more →
·2 min
GLEE Competition: A Detailed Guide to the NeurIPS 2026 Official Negotiation AI Challenge
NeurIPS 2026 GLEE Competition challenges AI agents to negotiate in real-time via natural language, covering bargaining, persuasion, and game strategies. Full guide on rules, approaches, and prizes.
Read more →
·2 min
Cursor Hidden Markup Controversy: Cached Tokens Charged 12.5x Surcharge
A Cursor enterprise power user exposes hidden markups in its Luna pricing: cached tokens charged a 12.5x surcharge. Detailed breakdown of the Cursor Tax billing logic and its real impact on users.
Read more →
·4 min
Is the AI Bubble Bursting? A Sober Look at the Concerns Behind the Boom
Is the AI bubble bursting? This article analyzes the AI investment bubble through capital expenditure imbalances, circular financing, and weak consumer monetization, offering a rational framework for practitioners.
Read more →
·2 min
Can OpenAI's Most Powerful Agent Independently Run a Business? Real-World Testing Reveals the Answer
OpenAI's top AI Agent was stress-tested in real business scenarios to see if it could independently run a company. The experiment reveals agent capabilities and limitations in decision-making, memory, and strategic planning.
Read more →
·2 min
Cursor vs Codex vs Claude: Practical AI Coding Tool Selection in Cross-Platform Development Environments
Comparing Cursor, Codex, and Claude in cross-platform environments through real developer cases, analyzing compatibility with network folders, Windows Server, and enterprise setups to guide practical tool selection.
Read more →
·3 min
MI355X Running Kimi K3 Benchmark: The Logic Behind Outperforming B300 in Performance per Dollar
Deep analysis of AMD MI355X running Kimi K3 with superior cost-efficiency vs NVIDIA B300, and its implications for the AI inference hardware market.
Read more →
·2 min
Basedash Audit Logs Explained: Compliance and Security Tracking for an AI-Driven BI Tool
Basedash launches native audit logs tracking AI queries, user actions, and config changes with SIEM integration and custom retention for enterprise BI compliance.
Read more →
·3 min
The Return of Private Cloud: A Rational Choice in the Era of Data Sovereignty and Compute Autonomy
After a decade of public cloud dominance, private cloud is making a comeback. From cost recalculation and data sovereignty compliance to AI compute autonomy, we analyze why enterprises are reconsidering private and hybrid cloud strategies.
Read more →
·3 min
How Cheap Can It Be to Serve a 2.8 Trillion Parameter Model? A Deep Dive into Inference Economics
Deep analysis of the real cost of serving a 2.8 trillion parameter model. From MoE sparse activation to batching scale effects and inference optimization, revealing why model size and serving cost are less correlated than assumed.
Read more →
·3 min
Industry Shakeout in the AI Era: Which Companies Will Be Eliminated Within 1-2 Years?
AI's accelerating evolution is reshaping competitive landscapes. This article analyzes which lightweight SaaS tools, middle-layer services, and labor-dependent businesses face elimination risk within 1-2 years.
Read more →
·2 min
Hygon Launches 512-Thread CPU and AI GPU, Taking Aim at Intel Xeon and Nvidia
Hygon unveils a 512-thread server CPU and AI GPU, challenging Intel Xeon and Nvidia. Analysis of specs, applications, ecosystem challenges, and strategic significance.
Read more →
·2 min
Hygon Launches 512-Thread CPU and AI GPU, Taking Aim at Intel Xeon and Nvidia
Hygon unveils a 512-thread server CPU and AI GPU, directly challenging Intel Xeon and Nvidia. A deep dive into specs, applications, ecosystem challenges, and strategic significance.
Read more →
·4 min
Cross-Cloud GPU Preemption Migration: How to Slash 40% of Compute Costs
Deep analysis of how cross-cloud GPU preemption migration technology helps MLOps teams cut 40% of compute costs through predictive telemetry, cross-cloud state migration, and compute arbitrage.
Read more →
·3 min
Oracle's AI Gamble: Is Ellison a Prophet or the Face of a Bubble?
Oracle founder Larry Ellison bets the company on AI infrastructure with massive capex on data centers and GPUs. A deep analysis of Oracle's strategic pivot, financial risks, and whether Ellison will become the face of an AI bubble.
Read more →