Why Enterprise AI Keeps Failing, and It’s Not the Model’s Fault

Enterprise leaders have spent two years and hundreds of billions of dollars on AI. The results have been uneven. According to McKinsey’s 2024 global survey, fewer than one in three companies report that their AI investments have generated meaningful, sustained business value. The demos tend to impress, and production tends to disappoint. The diagnosis offered…

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Fivetran Report Reveals What Organizations Can Do to Prepare Better for Agentic AI

At BigDATAwire we have covered how the race to deploy agentic AI is already heavily contested. However, the real question is whether enterprise data infrastructure is ready for it. It appears it is struggling to keep pace. Fivetran’s 2026 Agentic AI Readiness Index found that while 41% of organizations are already using agentic AI in…

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SAP Acquires Dremio and Prior Labs, But Can It Solve Enterprise AI’s Core Problem?

SAP is moving to fix a problem that has quietly held back enterprise AI. The company is acquiring, targeting two weak points that most organizations still struggle with: fragmented data and poor AI performance on structured datasets. At its core, the problem is simple. Enterprise AI struggles because data is often not accessible in real…

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What Anaconda’s Outerbounds Deal Says About Where AI Breaks

The recent move by Anaconda to acquire Outerbounds is aimed directly at a gap between experimentation and production, where workflows often fail to run consistently across environments. Instead of replacing existing tools, it introduces a layer that coordinates how workflows are defined, executed, and tracked. The goal is not just governance, but consistency. A way…

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Actian Launches VectorAI DB, Claims 22x Faster Vector Search

Have you ever wondered why the most critical step in AI, retrieving the right data, is still tied to centralized cloud systems? Even as models move closer to users, the systems that supply them with context remain largely cloud dependent.  Data management and analytics software provider Actian is challenging that assumption with VectorAI DB. It…

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Forbes AI 50 List Shows Data Emerging as the Core of AI Value

Forbes recently released its 2026 AI 50 list that showcases the most influential and fast-growing AI startups right now. If you look at this year’s list, you would notice that the focus is no longer just on building the most powerful models. Many of the companies making headway are solving for deployment, data access, and…

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Snowflake Pushes Into Agentic AI with Project SnowWork

Snowflake is pushing further into the agentic AI trend with the launch of Project SnowWork, a new platform meant to help enterprises move beyond data analysis and into execution, with much of the work handled autonomously. With SnowWork, the aim is to go beyond dashboards and generated answers to automate the next steps, allowing business…

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AI-Native Assistants Have Arrived—But Earning Trust Is the True Innovation

Artificial intelligence has dazzled us with conversation. The real revolution is underway, one where AI doesn’t just talk, but acts. Across large organizations, a new class of AI-native assistants is quietly reshaping workflows. These systems go beyond chat; they take action. They process claims, open support tickets, reroute supply chains, and even draft contracts, all…

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Beyond the Hype: 5 Surprising Realities of Enterprise AI

The AI fatigue that defined the late 2023 and 2024 business cycles was, in hindsight, a necessary correction. During that period, many organizations found themselves trapped in what industry observers called “pilot purgatory.” Millions were poured into experimental generative AI pilots, comprised mostly of chatbots designed to summarize meetings or draft internal emails. While these…

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