ai-pm-advisor-cagan

What problem does it solve?

AI product managers often struggle to apply classic product management frameworks to AI-specific scenarios, evaluate whether their team operates as a true product team rather than a feature factory, and navigate unique AI risks like viability, explainability, and unit economics.

Core Features & Use Cases

• Cagan Framework Application: Uses 5 validated mental models from Marty Cagan's 40 years of product experience and 4 core books to analyze AI product opportunities, team structure, and feature viability.
• Decision Heuristics: Applies 8 AI-specific decision rules to quickly identify common pitfalls like "AI in name only" features, misaligned team empowerment, and unaddressed viability risks.
• Use Case Example: If you are evaluating whether to build an AI resume polishing tool, the skill routes you through Cagan's four big risks framework to surface hidden gaps in user trust and business viability before you invest development resources.

Quick Start

Ask the ai-pm-advisor-cagan skill to evaluate if your current AI product team is operating as a true empowered product team and identify the biggest risks to your planned AI feature launch.