BONUS: AI Won't Just Change How You Work — It Will Reshape Your Organization
The Global Agile Summit is around the corner, and the AI in Organizations track is one you don't want to miss. In this episode, track co-hosts Michael Dougherty and Michał Parkoła walk us through what they've built — from the thinking behind the track name to the sessions that stood out, and why this isn't just another AI conference lineup.
Why "AI in Organizations" — Not Just "AI"
"AI will not only be useful to existing organizations, but it will reshape organizations in a very significant way, the same way cars reshaped cities."
Michael and Michał drew a deliberate line with the track name. Michael points out that AI has been around for decades — it didn't start with ChatGPT. The real shift now is AI agents scaling to enterprise level, replacing automation that used to require specialized tools. Claude Enterprise holds about 29% of the enterprise AI market, Gemini around 15%. But Michał pushes the framing further: the first-order effect is applying AI to existing work. The second-order effect — the one he's most interested in — is how AI will reshape organizations themselves. New species of companies will emerge, smaller teams will achieve what used to require hundreds of people, and some existing organizations won't survive the transition. That's the conversation this track is designed to start.
Filtering the Signal From the Slop
"There was a bit of AI slop in the submissions. There was a lot of talk that, unfortunately, was meta-talk — there was no real value that I could glean."
When session submissions came in, Michael was disappointed by how many were surface-level — big promises with no practical takeaway. The ones that stood out were practitioners showing what they actually do. Dave Westgarth, for example, demonstrated how he uses AI with Lovable and Claude embedded in Miro whiteboards to enhance real team interactions. On Michał's side, the standout was Max Pirata, who challenged the "vibe coding is slop" narrative. His argument: the quality of large-scale software has never depended on the infallibility of individual engineers — it depends on disciplined engineering processes. The same applies to agentic engineering. Your first attempt at vibe coding will be rough, but there are ways to apply engineering discipline to AI-assisted development. That's what Max will be talking about at the summit.
Prototyping at the Speed of Thought — And the Human Bottleneck
"Now I've got 20 prototypes that I can choose from. Which ones are the best? Which ones do I need to clear out? Product managers now have a different game they play."
Two sessions capture opposite sides of the AI-in-organizations tension. Dave Westgarth's "Vibe UX: Prototyping at the Speed of Thought" shows how vibe coding lets you build full working systems instead of Figma mockups — so fast that the bottleneck shifts from creation to selection. Product managers and product owners now face a new challenge: clearing the closet of AI-generated options rather than validating a single bet. On the other side, Shawn Wallack's session — "Even With AI, Your System Will Never Be Better Than Its People" — brings the counterpoint. Michael explains the systems-thinking angle: AI does what you tell it, fast and accurately, but that speed reveals human bottlenecks everywhere else. He shares the cautionary example of AI declining twice the insurance claims humans did, with the human-in-the-loop rubber-stamping instead of actually checking — leading to a class action lawsuit. The lesson: AI doesn't remove the need for human judgment, it makes it more critical.
Gojko Adzic on Spec-Driven Development and Building AI Products
"True to his roots, he is exploring spec-driven development now, which is one of the popular threads in agentic engineering."
Gojko Adzic — the author of Specification by Example and Impact Mapping — brings heavyweight credibility to the track. Michał reveals that while Gojko is exploring spec-driven development in the context of agentic engineering, the interview focused more on his hands-on experience building his own AI products. For attendees, this means real practitioner insights from someone who literally wrote the book on how specifications drive software quality — now applying those principles in an AI-first world.
From Beginner to Builder — Who This Track Is For
"My favorite case would be people who will quit their jobs and start new companies that will be able to achieve wonderful things with much smaller teams than we would otherwise imagine possible."
The track is designed to meet people wherever they are. Pierre Beaning covers the basics of using Claude for beginners. Jason Little — who Michael describes as a "techno nerd" and "grand poobah" — shows how to build and scale multi-agent systems for business. The spectrum runs from "I've only used AI to plan a vacation" to "I'm orchestrating agent teams." But Michał's vision for the ideal attendee is bolder: someone who walks away ready to start a company. Michael backs this up with the story of an AI unicorn — $1.8 billion valuation, one guy and his brother, in the pharmaceutical industry, just a few months old. Hype? Maybe. But Michał's pragmatic take lands it: "If you make a few million, even if it dies later, that's not such a bad thing." The goal of the track is to blow away the fog — throw flares into key spots so people can sketch a map of what's possible and decide which areas deserve a follow-up.
About Michael Dougherty
Michael Dougherty is the Co-author of Shift: From Product to People, leadership coach with 30+ years helping organizations adopt people-centered, agile ways of working. Co-owner of the Global Agile Summit.
You can link with Michael Dougherty on LinkedIn and find out more at shiftingpeople.com.
About Michał Parkoła
Michał Parkoła is an Agile practitioner based in Warsaw, Poland. Previously hosted the Value-Centric Product Development track at Agile Online Summit 2024. He is building Tapestry, an AI planning assistant.
You can link with Michał Parkoła on LinkedIn and check out Tapestry at growwithtapestry.com.