
Product Therapy Coaching in the Age of AI
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Apr 17, 2026 Marty Cagan, SVPG founder and product leadership expert, weighs in on AI as a scalable, always-on product coach. He explains when models became “good enough” and how to ground them in your operating model. He covers what human managers still must handle, ways AI speeds onboarding and builds product craft, and risks like outsourcing thinking and project-model traps.
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Foundation Models Are Good Enough To Coach
- Foundation models have reached "good enough" to act as scalable product coaches and can match the average manager in practical coaching value.
- Marty noticed fewer laughable answers and better, more consistent coaching once models improved and prompts included strategic context.
AI Amplifies Product Management Theater
- GenAI amplifies whether teams do real product discovery or just product-management theater.
- Faster building exposes weak strategy because competitors can copy and users spot shallow solutions sooner.
Always Specify The Operating Model
- Tell your LLM which operating model to follow (product model vs project model) before asking for advice.
- Prioritize specific sources like SVPG or Teresa Torres to avoid getting contradictory project-model guidance.

