Research

From Pilots to Production: Why Agentic AI Runs Through the Ecosystem

From Pilots to Production: Why Agentic AI Runs Through the Ecosystem

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Enterprises have spent the past two years funding agentic AI, and now the industry is measuring whether that investment converts into production. Budgets keep climbing: 92% of AI decision-makers expect their budgets to grow over the next 12 months, and agentic AI is the fastest-rising technology priority in enterprise software. Yet only 18.5% of organizations rate their AI maturity above the midpoint of a five-point scale, and nearly half cannot yet point to a measured return.

Futurum’s research traces the stall points to execution, not to the models themselves: process redesign, governance, and change management, the work that starts after a platform is chosen. Closing that gap increasingly depends on the ecosystem built around the platform, the marketplaces, delivery partners, and pre-built industry workflows that carry agents the rest of the way to production.

In our latest thought leadership report, From Pilots to Production: Why Agentic Transformation Runs Through the Ecosystem, published in partnership with Google Cloud, Futurum Research examines why enterprise AI budgets keep outpacing production readiness and what closes that gap.

In this report, you will learn:

  • Why AI budgets keep climbing while maturity and measured returns stay early
  • The three process barriers, not model gaps, still keeping agents stuck in pilot
  • How Google Cloud is packaging Gemini Enterprise around industry-specific, bounded use cases
  • What ETR buyer data shows about Gemini Enterprise’s paid-deployment growth and expansion intent

If you are interested in learning more, be sure to download your copy of From Pilots to Production: Why Agentic Transformation Runs Through the Ecosystem today.

Author Information

Brad Shimmin

Brad Shimmin is Vice President and Practice Lead, Data Intelligence, Analytics, & Infrastructure at Futurum. He provides strategic direction and market analysis to help organizations maximize their investments in data and analytics. Currently, Brad is focused on helping companies establish an AI-first data strategy.

With over 30 years of experience in enterprise IT and emerging technologies, Brad is a distinguished thought leader specializing in data, analytics, artificial intelligence, and enterprise software development. Consulting with Fortune 100 vendors, Brad specializes in industry thought leadership, worldwide market analysis, client development, and strategic advisory services.

Brad earned his Bachelor of Arts from Utah State University, where he graduated Magna Cum Laude. Brad lives in Longmeadow, MA, with his beautiful wife and far too many LEGO sets.

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Benjamin Brown, VP Custom Research, Futurum Research

Benjamin Brown

VP, Custom Research · The Futurum Group

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