AI-generated personas are fast and free, and the research comparing them to real participants keeps finding the same flaws: less variance, idealized behavior, flattened segments and a strong urge to...
Category: AI
AI Made Your Team Faster. The Delivery Data Went the Other Way.
AI speeds up writing code, but the 2024 DORA data shows delivery stability dropping. The bottleneck moved downstream, and it is a product decision.
AI for product managers: the workflows saving 10+ hours a week in 2025
You’re shipping slower than your engineering team can build. That’s the new problem in 2025, and it’s exactly backwards from how product development worked for the past two...
Building AI products: the mistakes PMs make before a line of code is written
Your AI product will probably fail, and it won’t be the model’s fault Here’s a pattern I’ve seen at three different companies: A PM gets excited about AI. They spec out a...
Claude vs. ChatGPT for product managers: tested on 6 real PM tasks
The real question isn’t which AI is “better” — it’s which one fits how you actually work If you’re a product manager trying to decide between ChatGPT and Claude,...
How to use AI to build a product roadmap: faster research, sharper priorities
Building a product roadmap used to mean weeks of customer interviews, endless spreadsheet wrangling, and marathon stakeholder meetings. Now, product managers are using AI to compress that timeline...