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When Will Enterprises Actually Use Agentic AI in Production?

Eye on AI4 July 2026Watch on YouTube

Description

Everyone's asking when AI agents will actually be running real business workflows at scale. Here's one of the most specific and honest answers we've heard. Alberto Pan, CTO of Denodo, makes a clear distinction: if you're asking when every large enterprise will have agentic AI in every relevant process - that will take a long time, because the remaining bottlenecks aren't technology anymore. They're organizational. They're legal. They're structural. But if you lower the bar to the most advanced 25% of companies using agentic AI in roughly 20% of their critical production workflows? His answer: by the end of 2027. And he thinks that might even be conservative, given how fast things are moving right now. Do you think enterprise AI will reach that threshold by 2027 - or does that feel too soon? Full conversation with Alberto Pan, Chief Technical Officer at Denodo, on Eye on A.I.

What you'll learn

  • Technology is no longer the main barrier to agentic AI adoption, organizational and legal obstacles are more significant
  • The most advanced 25% of large enterprises will likely deploy agentic AI in roughly 20% of their critical production workflows by end of 2027
  • Agentic AI implementation in production happens unevenly, with early adopters among advanced companies deploying it first

Frequently asked questions

What are the main obstacles for agentic AI adoption in enterprises according to Alberto Pan?
The main obstacles are organizational, legal, and structural rather than technological. While the technology is available, companies must adapt their processes, compliance frameworks, and business structures to agentic AI.
When will the most advanced companies deploy agentic AI in production?
According to Alberto Pan, by end of 2027 the most advanced 25% of large enterprises will use agentic AI in roughly 20% of their critical production workflows. This estimate may even be conservative given current innovation pace.
What is the difference between mass enterprise adoption and adoption among the most advanced companies?
Mass adoption where every large enterprise deploys agentic AI everywhere will take much longer. First, the most advanced 25% of enterprises will selectively deploy agentic AI in their critical processes.

Topics

agentic aienterprise adoptionproduction workflowsimplementation timeline