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Product Management in the Age of AI
A CPO I work with told me recently: “We shipped more in the last 6 months than in the previous 2 years. AI changed everything. Velocity is incredible.”
I asked one question: “Is the product healthier?”
--- Silence ---
AI is the biggest efficiency booster most of us have seen in our careers.
✔️ It compresses build time.
✔️ It gives teams leverage that used to require 3x headcount.
✔️ It feels like infinite potential.
As we learn more about AI we see the uncomfortable reality:
AI doesn’t just accelerate value creation. It also accelerates waste.
‼️ And waste at AI speed is brutally expensive.
I have seen this pattern a lot in the last 9 months.
📍 Teams ship much faster.
📍 Teams proudly announced they are now “AI-powered.”
📍 Teams are experimenting with vibe coding and shipping features in days instead of weeks.
‼️ A few are successful, the others are dismantled.
The difference?
In the surviving teams, the PMs behaved like the product’s caretaker - not its feature coordinator.
Yes, they also used AI and they moved fast. 🏃💨
But speed didn’t replace thinking. 🧠
They asked the right questions:
✔️ “If we add this AI capability, who actually pays for it?”
✔️“Is this solving a real workflow problem or just showcasing a model?”
✔️“Are we building for our loudest early adopter or our most profitable segment?”
✔️ “Are we increasing margin or increasing complexity?”
Real product organizations don't celebrate:
🛑 Prompts instead of product thinking.
🛑 AI usage for the sake of AI instead of market validation.
🛑 Movement instead of evidence.
I am seeing for a while two kinds of Product Managers: The Real PM and The Feature Operator with a PM title.
🙃 The Feature Operator:
Manages backlog. Celebrates velocity. Ships whatever is technically possible. Confuses activity with impact.
Treats AI as a creativity engine.
💗 The Real PM:
Governs trade-offs. Understands cost structure. Connects roadmap to revenue. Protects margin.
Treats AI as an economic lever.
AI makes mediocre product management dangerous.
Because when build constraints disappear, judgment becomes the only constraint left.
If nobody is asking:
❓ “Should this exist?”
❓ “Does this improve the system?”
❓ “Is this economically sound?”
Then you don’t have a product organization. You have a very efficient feature factory.
Product Management exists
to help find, help build and help protect and grow the economics of the product while creating real customer value.
Not to ship. Not to coordinate. Not to look innovative.
To steward the system.
AI doesn’t remove that responsibility. It amplifies it.
Food4thought: Are you using AI to create more value? Or just to create more?
Because those are very different futures.
Ready to learn more? Explore the Product& offerings, delve into the comprehensive book on holistic product management, or consider a workshop to empower your team with this transformative approach. Your product deserves nothing less than holistic success!
Timo Wagenblatt - Product& Founder
Timo is a product leader who gained his experience working in organizations that range from 30 employees to more than 180.000 employees. He is dedicated to Software Product Management for more than 20 years working with clients and product teams across the globe building world-class enterprise and consumer products. Based on his experiences he invented and honed the Product& 360 approach.
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