AI adoption

Top AI users are pulling 8.3x ahead, and GPU budgets are spreading everywhere

New data points show a widening performance gap between top AI adopters and the rest, while enterprise GPU fleets get repurposed for analytics and media work.

OpenAI's DeployCo and $150 million partner program signal a new enterprise playbook for AI adoption

OpenAI is embedding engineers directly inside client operations to close the gap between model capability and real-world business value.

Anthropic's $47B run rate, Google's AlphaEvolve GA, and Netflix's GenPage signal enterprise AI is entering a new operational phase

Several concrete AI developments this week show enterprise adoption moving past experimentation into infrastructure-level commitments with real cost implication

AI is deployed in 57% of enterprises, but only 11% have hit their top two goals

Kyndryl's 2026 People Readiness Report finds enterprise AI deployment has surged while workforce confidence and goal attainment have both fallen.

From pilot to daily habit: how enterprise AI adoption is actually scaling in 2026

Law firms, banks, and consumer brands are converting AI pilots into embedded workflows through peer-led champion networks, and the numbers prove it.

Enterprise AI cost controls arrive as Walmart, Uber, and Microsoft rein in usage

Major corporations are moving past open AI access and toward usage limits and ROI frameworks, signaling a new phase of enterprise adoption.

AWS launches $1 billion Forward Deployed Engineering unit to accelerate enterprise AI adoption

AWS is investing $1 billion in a new Forward Deployed Engineering unit, seeding it with thousands of engineers to embed directly within enterprise customers.

Enterprise AI adoption shifts from pilot projects to core business strategy

Most enterprise AI pilots never scale. Here's what separates organizations that reach production from those stuck in perpetual experimentation.

Publicis Sapient's 2026 enterprise AI report finds wide adoption but only 10% say it's core to operations

A survey of 1,550 AI decision-makers finds 73% of enterprises use AI regularly, yet just 10% call it core to how their business runs.

Enterprise AI adoption shifts from pilot projects to core business strategy

Enterprise AI is moving beyond experimentation into full-scale deployment, reshaping operations, decision-making, and competitive positioning across industries.

Three fault lines reshaping enterprise AI in 2026: adoption, cost, and security

Anthropic overtakes OpenAI in US business adoption, Uber burns its 2026 AI budget by April, and autonomous agents expand attack surfaces by 450%.

QumulusAI Brings Fixed Monthly Pricing to Unpredictable AI Costs in Private LLM Deployment

Unpredictable AI costs have become a growing concern for organizations running private LLM platforms. Usage-based pricing models can drive significant swings in monthly expenses as adoption increases. Budgeting becomes difficult when infrastructure spending rises with every new user interaction. Mazda Marvasti, CEO of Amberd, says pricing volatility created challenges as his team expanded its…

Reflection and What’s Ahead: How Applied Digital Built the AI Factories of Tomorrow

As AI adoption accelerates at an unprecedented pace—ChatGPT alone sees 2.5 billion daily prompts just two and a half years after launch—digital infrastructure is racing to keep up. At the center of this transformation are purpose-built data centers, evolving from air-cooled Bitcoin facilities to liquid-cooled “AI factories” designed to power the next generation of…