Ignore the AGI Hype—Here’s Where AI Delivers Real ROI for Enterprises

Enterprise leaders must cut through AGI noise and focus on small language models that solve real business pain. The headlines and noise are loud. AGI, superintelligence, sentient machines—every week brings another prediction, another promise. But for enterprise IT leaders tasked with delivering measurable outcomes, the signal is elsewhere. The real value isn’t in chasing theoretical … Read more

Why 2026 Won’t Be the Year of Agentic AI—and What Enterprises Should Do Instead

Despite the hype, agentic AI won’t deliver enterprise ROI in 2026. Here’s what leaders should prioritize instead. The noise around agentic AI is getting louder. Analysts, vendors, and influencers are calling 2026 the breakout year—just as they did for 2025. But for large enterprises, the reality is more measured. Agentic AI may be promising, but … Read more

Why Compute Is the Bottleneck—and Enabler—for Enterprise AI ROI

Enterprise AI success depends on compute capacity—here’s what IT leaders must address to unlock real returns. AI adoption is no longer a pilot exercise. Enterprises are deploying models across workflows, from customer service to supply chain forecasting. But as ambitions grow, so do infrastructure demands. The limiting factor isn’t just talent or data—it’s compute. Without … Read more

Enterprise AI Demands More Compute—Here’s How to Deliver It Without Breaking the Budget

Unlocking AI ROI starts with compute readiness—these solutions help IT leaders scale efficiently and stay in control. AI is no longer a side project. It’s embedded in enterprise workflows, powering everything from financial forecasting and risk scoring to document classification, contract review, and intelligent routing. But as models grow more complex and usage expands, compute … Read more

From Canals to Railroads: Why Agentic AI Demands a Governance Shift

Agentic AI transforms enterprise ROI by shifting focus from isolated task execution to system-wide coordination and governance. The shift from canals to railroads wasn’t just about speed—it was about structure. Canals moved goods slowly but predictably, with minimal coordination. Railroads introduced velocity, but also complexity. Trains shared tracks, crossed jurisdictions, and required synchronized schedules. Without … Read more

Why Agentic AI Breaks the Workflow Model—and What That Means for ROI

Agentic AI isn’t about automating tasks—it’s about removing the need for workflows altogether. Enterprise workflows were built to manage complexity. When objectives couldn’t be handled by one person or system, organizations broke them down into linear sequences of tasks assigned to different roles. This structure made sense when coordination was manual and context had to … Read more

AI ROI Is Broken: Why Task Automation Misses the Bigger Payoff

Most enterprise AI strategies are stuck optimizing tasks—while competitors are eliminating entire workflows. AI investments are accelerating across industries, but the returns are uneven. Many enterprises are still asking: “Which tasks should we automate?” That question made sense five years ago. Today, it’s the wrong starting point. The real payoff from AI isn’t in speeding … Read more

Agentic AI Isn’t Just Automation—It’s a New Coordination Layer

Agentic AI transforms enterprise workflows from task-based efficiency to end-to-end coordination that compounds ROI. Enterprise leaders are under pressure to show real returns from AI investments. But the gap between automation and coordination is widening—and quietly reshaping competitive dynamics. Agentic AI is no longer just about saving time or reducing headcount. It’s about rethinking how … Read more

From Mainframes to Models: What Past Tech Transitions Teach Us About Generative AI

Enterprises that mastered cloud, ERP, and mobile transformations can apply those lessons to generative AI adoption. Generative AI is not the first wave of technology to challenge enterprise norms. It won’t be the last. But it is different—more fluid, less predictable, and deeply intertwined with how people work, decide, and create. The stakes are high, … Read more

From Mainframes to AI Agents: What Past Tech Shifts Teach Us About AI Deployment

Enterprises that mastered cloud, mobile, and ERP transitions can apply those lessons to agentic AI rollouts today. The shift to agentic AI—autonomous systems that act, decide, and learn—is not the first time enterprise leaders have faced a technology wave that rewrites how work gets done. From mainframes to client-server, ERP to cloud, mobile to machine … Read more