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30 stories tagged Enterprise

The AI Compute Gap: Enterprises Buy Infrastructure Faster Than They Can Measure Its Cost
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The AI Compute Gap: Enterprises Buy Infrastructure Faster Than They Can Measure Its Cost

A VentureBeat survey of 107 enterprises reveals a critical AI compute gap: companies are accelerating AI infrastructure spending faster than they can track or measure its economics. Most rely on hyperscalers and model-provider APIs, but the next dollar is aimed at specialized compute few use today. A majority plan to switch or add providers within the year. Buying decisions hinge on integration and total cost of ownership rather than token price — fortunate, because most can't see their unit economics clearly, with GPUs sitting at half utilization.

via VentureBeat AI#ai#cost#enterprise
Enterprise AI Faces a Reality-Alignment Problem: Half of Companies Ship Agents That Pass Tests but Fail Customers
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Enterprise AI Faces a Reality-Alignment Problem: Half of Companies Ship Agents That Pass Tests but Fail Customers

A study of 157 enterprises reveals that half have shipped AI agents that passed internal evaluations but failed in production. Only 5% fully trust automated evaluations, yet two-thirds are moving toward fully automated deployments without human oversight. The core issue is not test coverage but a reality-alignment gap between evaluations and real-world outcomes.

via VentureBeat AI#ai#enterprise#evaluation
Enterprise AI adoption: Most 'agents' are just chatbots in disguise, says VentureBeat study
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Enterprise AI adoption: Most 'agents' are just chatbots in disguise, says VentureBeat study

A VentureBeat Pulse Research report of 101 enterprises finds that most deployed 'AI agents' are actually simple chatbot wrappers, not true autonomous agents. Anthropic's Claude leads agent orchestration adoption due to reliable multi-step execution, while enterprises deliberately build hybrid control planes to avoid vendor lock-in. Real-time fiscal control over token burn remains rare.

via VentureBeat AI#ai#enterprise#ai-agents
AI Agent Security Gap: 54% of Enterprises Have Already Had an Incident, Yet Most Still Let Agents Share Credentials
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AI Agent Security Gap: 54% of Enterprises Have Already Had an Incident, Yet Most Still Let Agents Share Credentials

A VentureBeat survey of 107 enterprises reveals that 54% have already experienced an AI agent security incident or near-miss. Despite this, most companies still let agents share credentials, only a third give each agent its own scoped identity, and just 30% isolate their highest-risk agents. The security stack is largely borrowed from model providers and hyperscalers rather than purpose-built for agents, and spending remains a thin slice of the security budget.