Product Coaching and AI
This article represents a significant change to what we have been advocating for the past two decades.  But hopefully you will agree it is necessary, and that it also represents a substantial step forward. We have been gradually but consistently raising the alarm about the need for product owne
- Source
- SVPG (Marty Cagan)
- Category
- Product Launch & Strategy
- Format
- Article
- Published
- February 4, 2026
Summary
This SVPG article addresses the critical shortage of effective product coaching at a time when millions of product managers desperately need upskilling. The core problem is that most companies lack managers who are both willing and able to provide quality product coaching, either due to inexperience with modern product practices or insufficient bandwidth from increased span of control. This coaching gap represents the primary obstacle preventing organizations from developing strong product capabilities when they need them most.
Marty Cagan's proposed solution represents a significant shift: using AI foundation models (Claude, Gemini, GPT) as personal product coaches. After a year of experimentation, SVPG found that when properly configured with appropriate context and strategic information, these models can provide coaching "at least as good as most managers." The approach involves using context engineering to inform the AI about company-specific goals, constraints, and whether teams follow the product model versus project model.
The key breakthrough is democratizing access to product coaching globally - any aspiring product manager with internet access now has 24/7 access to aggregated wisdom from top product minds. The AI coach can help develop product sense and provide guidance on company dynamics, competitive landscape, metrics, user types, and strategic context.
**Key takeaways for PMs:** Start experimenting with AI as a product coach, especially for developing product sense. Question the AI's advice rather than blindly accepting it. Clearly specify which operating model you're trying to learn. Even if you have a good human manager, AI coaching provides additional accessible support for rapid skill development.