Guide to Agent ROI — Food for Agile Thought #559
Welcome to the 559th edition of the Food for Agile Thought newsletter, shared with 35,351 peers. This week, Chandana Asif and colleagues find that human oversight, not tokens, defines agent ROI, so redesign the workflow. Cleo Lant pushes you to disrupt yourself first, and Sangeet Paul Choudary warns operational excellence can accelerate irrelevance once scarcity moves. Taylor Belrose denies AI any moral status, while Bill Gates wants new institutions for a shift that substitutes for cognition. Also, Jason Knight and Barry O’Reilly ask you to expand judgment, not output.
Next, Stephanie Leue argues roadmap overrides come from invisible trade-offs, not from Sales holding power, and Mike Fisher shows where blindness ends: the sea squirt digests its own brain once it settles, much as companies defund customer research. Tim O’Reilly, answering Ted Chiang, calls AI a medium that rewards craft, and Addy Osmani situates that craft in intent and architecture. Also, Johanna Rothman narrows attention further, running one Retro experiment at a time.
Lastly, Chad McAllister and Brooke Rennison show BMW routing ideas from 40,000 employees through stage gates, prototypes, and university partnerships. Anthropic’s release of 250,000 Claude conversations to outside researchers finds people directing and editing, with friction improving results, and Sachin Rekhi warns those individual gains evaporate without a shared platform. Finally, Gustavo Razzetti traces conflict to agreements nobody made, while Mark Graban asks who received your last ten speak-up reports, and what happened.
**Disclaimer**: I am among those who read Charniak/McDermott’s book on “Artificial Intelligence” decades ago; of course, I use AI for research, translations, proofreading, challenging story arcs and article structures, and summarization. It is a production tool, not a substitute for thinking.
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🎓 🇬🇧 $199 —Making Sense of AI: The A3 Delegation System Founding Workshop: September 28-29, 2026
Your team already delegates work to AI: reports, research, customer feedback analysis, stakeholder communication, or parts of operational workflows.
But can you answer these questions without improvising?
- What may AI decide, and what must remain a human decision?
- What does “good enough” mean for this particular work?
- Who verifies the result before somebody acts on it?
- Who checks whether the delegation still works after the model or workflow changes?
If those answers live in one person’s head, or nowhere, your problem is no longer prompting. You have a delegation problem.
The [A3 Delegation System](https://www.tickettailor.com/events/berlinproductpeoplegmbh/2322149 "The A3 Delegation System Founding Workshop — September 28-29, 2026, Berlin-Product-People.com") gives you a practical way to decide what AI may do, hand over the work clearly, define acceptable results, and inspect the delegation over time.
During two hands-on sessions, you will apply the system to a workflow. You will leave with a clear understanding of how to apply the A3 Delegation System to your workflows so that team members or stakeholders can understand, challenge, and continue your AI delegation work. Everything you learn is directly applicable to your situation the next day. The class is in **English**.
👉 **Join the Workshop Now — $199**: [The A3 Delegation System Founding Workshop — September 28-29, 2026](https://www.tickettailor.com/events/berlinproductpeoplegmbh/2322149 "The A3 Delegation System Founding Workshop — September 28-29, 2026, Berlin-Product-People.com")
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Did you miss the previous [Food for Agile Thought issue 558](https://age-of-product.com/food-agile-thought-558-transformation-failure/ "Food for Agile Thought 558: Transformation Failure, POM Before AI, Velocity vs. Opportunity Costs, Influence and Rank — Age-of-Product.com")?
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🎓 Join Stefan in one of his [upcoming training classes](https://berlin-product-people.com/events/ "AI Training Classes and Scrum Training Classes by Stefan Wolpers")!
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🏆 The Tip of the Week: Agent ROI
(via McKinsey & Company): Where AI agents pay off: A practical guide to the economics of agentic workflows
Chandana Asif and colleagues suggest tokens rarely dominate agent costs; human oversight does, so leaders should redesign workflows, reuse agents, and judge value by fully loaded cost per completed job.
🎯 Product
(via PostHog): You need to find product-market fit again (sorry)
Cleo Lant suggests product-market fit never stays won, so disrupt yourself first: fund a small attacker team, score it like a seed bet, dogfood ruthlessly, and let actual usage overrule your vibes.
Stephanie Leue: What Actually Happens When Sales Overrides Your Roadmap
Stephanie Leue suggests roadmap overrides are not a power problem but a visibility problem. She proposes making trade-offs explicit, asking what falls off, and building trust with Sales before crises.
Sangeet Paul Choudary: Strategy in the Age of AI – Eight Points Beyond the Obvious
Sangeet Paul Choudary suggests AI shifts where scarcity sits, so operational excellence can accelerate irrelevance. He proposes owning feedback loops, redefining the unit of value, and treating capabilities as options.
Chad McAllister: 🎙️ How BMW empowers 40,000 employees to innovate
Chad McAllister interviews Brooke Rennison about BMW's open innovation system, in which 40,000 employees submit ideas that progress through stage gates, readiness levels, prototyping, and partnerships with universities and startups.
🧠 Artificial Intelligence
Bill Gates: The turbulent AI era is here. The choices we make now are critical.
Bill Gates believes the AI-fueled technology shift is unlike previous ones, since AI substitutes for cognition itself. He wants new institutions, jobs reserved for humans, and warns nobody has a plan yet.
Taylor Belrose: AIs are not people
Taylor Belrose, a former AI interpretability researcher, proposes that AI can never be conscious or deserve moral status because software is copyable and resettable, whereas living beings are unique and irreversible.
(via Anthropic): Enabling independent research on how people use Claude
Anthropic let outside researchers study 250,000 real Claude conversations. Over half involved consequential work, people mostly directed and edited output, and friction with the model often improved results.
Sachin Rekhi: How to Build a Compounding OS
Sachin Rekhi suggests individual AI hacks stall while teams compound. He proposes standardizing on a single agentic platform, building a shared skill library, and making company context machine-legible, so that learnings accumulate rather than evaporate.
Tim O'Reilly (via O’Reilly Media): Writing with AI
Tim O'Reilly proposes that AI is a medium, not a cheat code. Answering Ted Chiang, he compares it to early photography: slop everywhere now, but craft emerges once writers learn the instrument.
🖥 💯 🇬🇧 AI4Agile BootCamp #8, August 27 – September 17, 2026
The job market’s shifting. Agile roles are under pressure. AI tools are everywhere. But here’s the truth: the Agile professionals who learn how to work with AI, not against it, will be the ones leading the next wave of high-impact teams. Therefore, Stefan created the AI4Agile BootCamp.
So, become the professional recruiters‘ first call for „AI‑powered Agile.“ Be among the first to master practical AI applications for Scrum Masters, Agile Coaches, Product Owners, Product Managers, and Project Managers. The AI4Agile BootCamp is in **English**.
!Image 4: AI4Agile BootCamp #8, August 27 – September 17, 2026 — Berlin-Product-People.com
**Learn more**: 🖥 💯 🇬🇧 [AI4Agile BootCamp #8, August 27 – September 17, 2026](https://berlin-product-people.com/de/event/ai4agile-bootcamp-8-september-2026/ "AI4Agile BootCamp #8, August 27 – September 17, 2026 — Berlin-Product-People.com").
**Customer Voice**: “Last week, I finished the 𝗔𝗜 𝗳𝗼𝗿 𝗔𝗴𝗶𝗹𝗲 𝗣𝗿𝗮𝗰𝘁𝗶𝘁𝗶𝗼𝗻𝗲𝗿𝘀 course. And I’m mutating… It started on the train. I was scrolling through my messages, half-distracted, when a newsletter from Stefan Wolpers popped up. Stefan, a deep thinker with a hands-on attitude, was launching a new course. A pilot cohort. The mission: explore how AI can actually support us as agile practitioners. I couldn’t resist. I tapped: “𝘚𝘪𝘨𝘯 𝘶𝘱”. What followed were four bi-weekly sessions. Four intense afternoons. Full of exploration, experimentation, and practice. […] At the beginning, Stefan said that 𝘫𝘶𝘴𝘵 𝘴𝘪𝘨𝘯𝘪𝘯𝘨 𝘶𝘱 𝘢𝘭𝘳𝘦𝘢𝘥𝘺 𝘱𝘶𝘵𝘴 𝘶𝘴 𝘢𝘩𝘦𝘢𝘥 𝘰𝘧 𝘮𝘢𝘯𝘺 𝘱𝘳𝘢𝘤𝘵𝘪𝘵𝘪𝘰𝘯𝘦𝘳𝘴. That sounded like a big statement. But somewhere along the way, I noticed a shift… an emerging superpower in how I approach my tasks with AI.⚡And now, as my AI-mutation continues, I catch myself wondering: 💭 𝘏𝘰𝘸 𝘥𝘰 𝘐 𝘶𝘴𝘦 𝘈𝘐 𝘵𝘰 𝘴𝘢𝘷𝘦 𝘵𝘩𝘦 𝘢𝘨𝘪𝘭𝘦 𝘸𝘰𝘳𝘭𝘥?” ([Ilya Zaytsev, Leading Agility at HUGO BOSS](https://www.linkedin.com/in/ilyazaitsev/ "Ilya Zaytsev on LinkedIn").)
➿ Agile & Leadership
Jason Knight and Barry O'Reilly: 🎙️ How to Keep the Humanity in Artificial Organizations
Jason Knight talks with Barry O'Reilly about keeping judgment human as AI spreads: expanding thinking capacity rather than output, pressure-testing decisions, treating conversations as organizational context, and agreeing on a slop policy.
Mike Fisher: The Sea Squirt Problem
Mike Fisher uses the sea squirt, which digests its own brain after settling, to explain how winning companies defund customer contact and market research, then cannot see disruption coming.
Addy Osmani: Human judgment doesn't leave the software factory. It relocates.
Addy Osmani suggests agents do not remove human judgment; they relocate it. He proposes keeping people focused on intent, architecture, and the quality bar, and reviewing code where automated checks are weak.
📯 Product Owner Interview Questions for the Age of AI
“How do you use AI in your work?” If that is still one of your Product Owner interview questions, you are screening for tooling fluency in a role that lives or dies on product judgment. Every candidate has an answer; LLMs make sure of that. None of those answers tell you whether the person can decide what is worth building when building is no longer the hard part.
These ten new Product Owner interview questions are designed to expose the gap. Each one has a seductive wrong answer that sounds smart enough to pass a surface-level interview. The strong answers require something a blog post cannot teach: lived experience with the judgment calls that the Product Owner role now demands, as three shifts justify the addition: the collapse of code generation cost, the rise of product operating models that rename existing practices without rewiring, and the quiet fact that AI is already reshaping product decisions in organizations that made no deliberate decision about it.
**Thesis**: When building is no longer the constraint, every Product Owner interview question must test the candidate’s judgment about what is worth building, not their fluency with the tools that build it.
**Learn more**: [Product Owner Interview Questions for the Age of AI](https://age-of-product.com/product-owner-interview-questions/ "Product Owner Interview Questions for the Age of AI - Age-of-Product.com ").
🛠 Concepts, Practices, Tools & Measuring
Mark Graban: Why Speak-Up Programs Fail: Boeing, Wells Fargo, and Who Reads the Report
Mark Graban proposes that speak-up programs fail less from fear than from futility, especially when reports get routed to the very managers being complained about. Check who has received your last 10 reports.
Gustavo Razzetti: Most Conflict Starts With Team Agreements No One Made
Gustavo Razzetti suggests most workplace conflict comes from agreements nobody made. He proposes surfacing working preferences, then codifying team norms for communication, collaboration, support, and AI use, revisiting them regularly.
Johanna Rothman: How to Best Learn from Your Retros: Choose One Experiment at a Time
Johanna Rothman suggests your team's Retros fail because you pick too many action items. Limit WIP to one issue at a time, frame it as an experiment, and learn faster.
📅 Scrum Training & Event Schedule
You can secure your seat for Scrum training classes, workshops, and meetups directly by **following the corresponding link in the table** below:
| Date | Class and Language | City | Price | | --- | --- | --- | --- |
| 🖥 💯 🇬🇧 August 27-September 17, 2026 | **GUARANTEED:**[AI4Agile BootCamp #8, August 27 – September 17, 2026 (English; Live Virtual Cohort)](https://berlin-product-people.com/de/event/ai4agile-bootcamp-8-september-2026/ "AI4Agile BootCamp #8, August 27 – September 17, 2026") | **Live Virtual Cohort** | €499 incl. 19% VAT (If applicable.) |
| 🖥 💯 🇬🇧 Sep 28-29, 2026 | **GUARANTEED:**[A3 Delegation System Founding Workshop (English; Live Virtual Class)](https://app.tickettailor.com/events/berlinproductpeoplegmbh/2322149 "The A3 Delegation System Founding Workshop, September 28-29, 2026 — Berlin-Product-People.com") | **Live Virtual Class** | $199 incl. 19% VAT (If applicable.) |
| 🖥 🇩🇪 Sep 30-Oct 1, 2026 | [Professional Scrum Product Owner Training (PSPO I; German; Live Virtual Class)](https://www.tickettailor.com/events/berlinproductpeoplegmbh/2296244 "Professional Scrum Product Owner Schulung mit PSPO I-Zertifikat — 30. September - 1. Oktober 2026") | **Live Virtual Class** | €999 incl. 19% VAT (If applicable.) |
| 🖥 🇬🇧 October 15-November 5, 2026 | [AI4Agile BootCamp #9 (English; Live Virtual Cohort)](https://berlin-product-people.com/event/ai4agile-bootcamp-october-2026/ "AI4Agile BootCamp #9, October 15 to November 5, 2026 — Berlin-Product-People.com") | **Live Virtual Cohort** | €499 incl. 19% VAT (If applicable.) |
[See all upcoming classes here](https://berlin-product-people.com/events/ "📅 Professional Scrum Master Training — Training Class Schedule — Berlin Product People GmbH").
You can book your seat for the training directly by following the corresponding links to the ticket shop. If the procurement process of your organization requires a different purchasing process, please contact [Berlin Product People GmbH](https://berlin-product-people.com/contact/ "Training, Workshops, and Events — Berlin Product People GmbH") directly.
📺 Join 6,000-plus Agile Peers on Youtube
Now available on the Age-of-Product YouTube channel to improve learning, for example, about Agent ROI:
- [Stop Writing Prompts. Let AI Do It for You — Hack #01, AI4Agile Online Course v2](https://youtu.be/6ZxLbBuQu6c "Stop Writing Prompts. Let AI Do It for You — Hack #01, AI4Agile Online Course v2").
- [Socratic Prompting — Hack #10, AI4Agile Online Course v2](https://youtu.be/dakxjvnIl30 "Socratic Prompting — Hack #10, AI4Agile Online Course v2").
- [Check Your AI’s Plan Before — Hack #7, AI4Agile Online Course v2](https://youtu.be/e375bt5uk3I "Check Your AI’s Plan Before — Hack #7, AI4Agile Online Course v2").
- [From Product Requirements to Experiments to Learnings — Supported by Generative AI](https://youtu.be/Tmxzg9coAWo "From Product Requirements to Experiments to Learnings — Supported by Generative AI").
- [Never Accept an LLM’s First Offer — Improve GenAI’s Usefulness w/ Feedback Loops and Challenges](https://youtu.be/xbUv6fRZm3k "Never Accept an LLM’s First Offer — Improve GenAI’s Usefulness w/ Feedback Loops and Challenges").
✋ Do Not Miss Out: Learn more about Agent ROI — Join the 20,000-plus Strong ‘Hands-on Agile’ Slack Community
I invite you to join the [“Hands-on Agile” Slack Community](https://goo.gl/forms/LObbRtSF9vvxN3CL2 "Join the Hands-on Agile Slack Community") and enjoy the benefits of a fast-growing, vibrant community of agile practitioners from around the world.
If you would like to join, all you have to do now is [provide your credentials via this Google form](https://goo.gl/forms/LObbRtSF9vvxN3CL2 "Join the Hands-on Agile Slack Community"), and I will sign you up. By the way, **it’s free.**
Help your team to learn about how AI Intensifies Work by pointing them to the free [Scrum Anti-Patterns Guide](https://age-of-product.com/scrum-anti-patterns/ "Download the free Scrum Anti-Patterns Guide by PST Stefan Wolpers — Age-of-Product.com"):
🗞️ Last Week’s Food for Agile Thought Edition
**Read more**: [Food for Agile Thought 558: Transformation Failure, POM Before AI, Velocity vs. Opportunity Costs, Influence and Rank](https://age-of-product.com/food-agile-thought-558-transformation-failure/ "Food for Agile Thought 558: Transformation Failure, POM Before AI, Velocity vs. Opportunity Costs, Influence and Rank — Age-of-Product.com").