Sunday, May 31, 2026

How will team collaboration evolve within Enterprise AI?

SUMMARY: The biggest enterprise AI question may no longer be which model is smartest? Instead, which organization can most effectively operationalize, govern, and economically scale AI agents across the business?’

SHOW: 1032

SHOW TRANSCRIPT: The Enterprise AI Show #1032 Transcript

SHOW VIDEO: https://youtu.be/GsK_RUnYroI

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Opening Thesis - How will team collaboration evolve within Enterprise AI?

Question: Any suggestions on how to introduce enterprise-level governance and standardisation for agentic coding? Like skills, rules, plugins, context etc

Key Topics 

1. This isn’t a Coding-specific problem. Every team has this issue. 

  • If your processes weren’t well defined and enforced before, they will be worse now
  • Not it’s not just process standardization, but “buy-in” standardization

2. Everything moves so fast, so managers don’t have the answers (yet) 

  • AI value is being created bottom-up, but paid for (and mandated) top-down
  • The current measurements aren’t useful (tokenmaxxing, all-or-nothing, etc.)

3. The governance tools don’t exist yet.

  • And it’s not clear that anyone wants them. They didn’t want them before. 
  • How do you even define governance? What’s the baby step before that, reuse and basic sharing? 

4. Are we ready to invest in “Centers of Excellence” again? 

5. We under-estimate the “creativity” element in human buy-in. 

  • Is success measured in improvement or replacement?
  • How much of that did “you” do? We don’t know how to measure that.
  • We haven’t lived through an AI-centric promotion cycle yet

6. Bottom-up and Top-down need to find some common language and middle ground. 

  • Have they walked a mile in each other’s shoes yet (or lately)?
  • How to bring a reality to the hype vs. demands vs. learning curve?
  • How long is an AI-centric cycle vs. a pre-AI-centric cycle? 

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