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VMblog | AI Appreciation Day 2026: As Agentic AI Redefines the Enterprise Playbook

By David Marshall

Artificial Intelligence has completed its transformation from mission-critical infrastructure to autonomous workforce participant in the span of a single year. As we mark AI Appreciation Day 2026, the industry conversation has moved past “how do we implement AI” toward a thornier and more consequential question: “how much autonomy are we willing to hand over, and to what end?” The rise of agentic AI—systems that don’t just recommend actions but execute multi-step tasks with minimal human oversight—has forced enterprises to rethink everything from workflow design to risk governance in real time.

The data from the last twelve months tells a story of bifurcation rather than uniform progress. Organizations that built strong data foundations and governance frameworks during their 2024-2025 pilots are now scaling agentic systems across finance, customer service, and software development with measurable efficiency gains, while others remain stalled in pilot purgatory, wary of the compliance, security, and accountability questions that autonomous AI raises. Meanwhile, the conversation around AI has broadened beyond productivity to encompass workforce transformation, model transparency, and the geopolitical dimensions of AI infrastructure and export policy—signaling that AI has become as much a boardroom and policy issue as a technical one.

This year’s VMblog expert roundup gathers perspectives from technology leaders on the front lines, from those architecting agentic workflows at scale to those wrestling with the guardrails needed to deploy them responsibly. Their insights capture a pivotal moment: the industry is no longer debating whether AI belongs in the enterprise, but how to govern its growing independence, and what that means for the workforce, the customer, and the bottom line in 2026 and beyond.

Ravi Nemalikanti, Chief Product & Technology Officer, Abrigo

AI Appreciation Day is a reminder that the real value of artificial intelligence isn’t in replacing people; it’s in empowering them. Think of it as an “Iron Man” suit rather than a robot that takes over someone’s job. Bankers stay in control, and the technology gives them the speed and insight to do more of what they already do well. The difference is context. When every relevant fact, policy, and customer context is always at your fingertips, decisioning gets faster without sacrificing judgment. That’s the real value of AI; helping skilled professionals serve their customers faster while keeping the governance and oversight our industry depends on. The institutions getting the most out of AI right now are the ones pairing new technology with that kind of context, trust, and judgment.

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To see the full article featuring Abrigo, visit VMblog, “AI Appreciation Day 2026: As Agentic AI Redefines the Enterprise Playbook.”